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"ancestors": [ { "title": "Solutions", "url": "https://vieox.com/solutions/" } ], "children": [], "question": "What information helps a team investigate a production interruption?", "answer": "A useful starting point combines the timing of the interruption, recorded equipment activity, the production plan and the team's observations. Together, these help distinguish what is known, what remains uncertain and which question to investigate next.", "topics": [ "production", "operations" ], "sources": [ { "title": "NIST — Prognostics, Health Management, and Control", "url": "https://www.nist.gov/programs-projects/prognostics-health-management-and-control-phmc" } ], "sections": [ { "id": "understand-the-interruption", "title": "Begin with the interruption" }, { "id": "bring-in-context", "title": "Put activity in its operating context" }, { "id": "make-the-review-useful", "title": "Give the shift a useful next step" } ] }, { "url": "https://vieox.com/solutions/maintenance/", "path": "/solutions/maintenance/", "title": "Give equipment changes a clearer context.", "description": "Connect equipment observations with operating history and maintenance experience as one application of a wider OT data foundation.", "markdown_url": "https://vieox.com/content/solutions/maintenance.md", "content_sha256": "2fa480caf1e5b3f240e179105e0a0ef813ee9c536d77c92bffa5b8eeb1bf789b", "kind": "operational-guide", "updated": "2026-10-25", "ancestors": [ { "title": "Solutions", "url": "https://vieox.com/solutions/" } ], "children": [], "question": "How can equipment information support a maintenance review?", "answer": "Review the change alongside earlier readings, operating conditions and inspection history. This can help a team decide what to examine and which expertise to involve. A trend should be interpreted in the context of the equipment and the reliability of the measurement.", "topics": [ "maintenance", "data-context" ], "sources": [ { "title": "US Department of Energy — Operations and Maintenance Best Practices, Chapters 6 and 9", "url": "https://www.energy.gov/sites/default/files/2020/04/f74/omguide_complete_w-eo-disclaimer.pdf" }, { "title": "NIST — Monitoring, Diagnostics and Prognostics for Manufacturing Operations", "url": "https://www.nist.gov/programs-projects/monitoring-diagnostics-and-prognostics-manufacturing-operations" } ], "sections": [ { "id": "describe-the-change", "title": "Describe what has changed" }, { "id": "compare-with-context", "title": "Compare conditions that belong together" }, { "id": "prepare-the-next-review", "title": "Prepare the next inspection well" } ] }, { "url": "https://vieox.com/solutions/quality/", "path": "/solutions/quality/", "title": "Connect manufacturing quality with process evidence.", "description": "Connect process conditions, production records and inspection results to support manufacturing quality investigations.", "markdown_url": "https://vieox.com/content/solutions/quality.md", "content_sha256": "bd6b575cbbdbfe124d221822ce46f62567db4aae43fbf0419c39c4edeaad8d05", "kind": "operational-guide", "updated": "2026-10-25", "ancestors": [ { "title": "Solutions", "url": "https://vieox.com/solutions/" } ], "children": [], "question": "What process information is useful in a quality investigation?", "answer": "Start with the finding, the affected product or production period and the recorded conditions that can be linked to it reliably. Include how the quality measurement was made, what requirement applies and which parts of the history remain uncertain.", "topics": [ "quality", "data-context" ], "sources": [ { "title": "NIST — Scatter Plot", "url": "https://www.itl.nist.gov/div898/handbook/eda/section3/scatterp.htm" }, { "title": "NIST — What are Variables Control Charts?", "url": "https://www.itl.nist.gov/div898/handbook/pmc/section3/pmc32.htm" }, { "title": "NIST — What are Control Charts?", "url": "https://www.itl.nist.gov/div898/handbook/pmc/section3/pmc31.htm" } ], "sections": [ { "id": "connect-the-records", "title": "Connect the finding to the right period" }, { "id": "interpret-variation", "title": "Understand what the comparison can tell you" }, { "id": "review-together", "title": "Create a shared investigation" } ] }, { "url": "https://vieox.com/solutions/operations/", "path": "/solutions/operations/", "title": "Turn industrial data into informed operational priorities.", "description": "Use industrial analytics and shared operating context to connect production, quality and equipment decisions across teams.", "markdown_url": "https://vieox.com/content/solutions/operations.md", "content_sha256": "d5e277d9e28fe81b6093377d8526e0114629a34c12c457ecbf967b5f59c4116f", "kind": "operational-guide", "updated": "2026-10-25", "ancestors": [ { "title": "Solutions", "url": "https://vieox.com/solutions/" } ], "children": [], "question": "What makes an operational review useful?", "answer": "A useful review identifies the concern, shows the information supporting it and makes the next decision clear. It also records what is uncertain, who will take the next step and what the team will check when it returns to the issue.", "topics": [ "operations", "production" ], "sources": [ { "title": "NIST — Value Stream Mapping", "url": "https://www.nist.gov/mep/value-stream-mapping" } ], "sections": [ { "id": "start-with-the-decision", "title": "Start with the decision the team needs to make" }, { "id": "make-comparisons-clear", "title": "Make the basis of each comparison visible" }, { "id": "follow-through-together", "title": "Make follow-through part of the review" } ] }, { "url": "https://vieox.com/solutions/condition-monitoring/", "path": "/solutions/condition-monitoring/", "title": "Machine condition monitoring in its operating context.", "description": "Evaluate machine condition monitoring solutions as one application of connected OT data, alongside production visibility, quality and operational review.", "markdown_url": "https://vieox.com/content/solutions/condition-monitoring.md", "content_sha256": "2138a184ecc59e75439491313e4c39bdad2976c8045e507a76b879324855f81e", "kind": "operational-guide", "updated": "2026-10-25", "ancestors": [ { "title": "Solutions", "url": "https://vieox.com/solutions/" } ], "children": [], "question": "How should machine condition monitoring fit into an OT approach?", "answer": "Connect equipment observations with their source, operating conditions and relevant production history so the responsible team can judge what needs review. Existing measurements, inspections and experience remain the foundation. Treat this as an application of the wider OT data environment, with a defined maintenance question and a clear relationship to production and quality.", "topics": [ "maintenance", "data-context", "operations" ], "sources": [ { "title": "NIST — The Current State of Sensing, Health Management, and Control for Small-to-Medium-Sized Manufacturers (2016)", "url": "https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=920098" }, { "title": "NIST — A Sensor-Based Method for Diagnostics of Machine Tool Linear Axes (2015)", "url": "https://www.nist.gov/publications/sensor-based-method-diagnostics-machine-tool-linear-axes" }, { "title": "NIST — Identification of Industrial Robot Arm Work Cell Use Cases and a Test Bed to Promote Monitoring, Diagnostic, and Prognostic Technologies (2017)", "url": "https://www.nist.gov/publications/identification-industrial-robot-arm-work-cell-use-cases-and-test-bed-promote-monitoring" }, { "title": "NIST authors — A review of diagnostic and prognostic capabilities and best practices for manufacturing (2016)", "url": "https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=917304" }, { "title": "NIST authors — Comprehensive evaluations of condition monitoring-based technologies in industrial maintenance: A systematic review (2025)", "url": "https://www.nist.gov/publications/comprehensive-evaluations-condition-monitoring-based-technologies-industrial" } ], "sections": [ { "id": "build-on-existing-practice", "title": "Build on the monitoring that already matters" }, { "id": "understand-changing-duty", "title": "Understand a change in the conditions that produced it" }, { "id": "connect-condition-to-the-work", "title": "Bring production, quality and maintenance into the picture" }, { "id": "give-analysis-a-clear-job", "title": "Give advanced analysis a clear job to do" }, { "id": "make-the-review-work-across-teams", "title": "Make the next review easier to coordinate" }, { "id": "choose-a-useful-first-step", "title": "Start with a question your people want answered" } ] }, { "url": "https://vieox.com/insights/aerospace/maintenance-and-test/", "path": "/insights/aerospace/maintenance-and-test/", "title": "Give test-rig observations the equipment context they need.", "description": "Review test equipment, machine availability, calibration and maintenance history as part of a disciplined aerospace operating investigation.", "markdown_url": "https://vieox.com/content/insights/aerospace/maintenance-and-test.md", "content_sha256": "bff8c30a0ea1a9f044c9af9daae0ba70a50a3c64d242c9f5d155da345d0ccd4d", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What makes a test or equipment concern easier to investigate?", "answer": "Connect the test stand or production asset, operating mode, calibration or inspection status and maintenance timeline with the observation, then ask the qualified team which condition deserves confirmation.", "topics": [ "maintenance", "operations", "quality" ], "sources": [ { "title": "NIST — Digital Thread for Manufacturing", "url": "https://www.nist.gov/programs-projects/digital-thread-manufacturing" }, { "title": "NIST — End-to-End Quality Information Framework (QIF) Technology Survey", "url": "https://www.nist.gov/publications/end-end-quality-information-framework-qif-technology-survey" } ], "sections": [ { "id": "equipment-identity", "title": "Know precisely which asset produced the record." }, { "id": "test-state", "title": "Record the operating state during each observation." }, { "id": "maintenance-history", "title": "Relate recent work to the new concern." }, { "id": "decision-boundary", "title": "Respect test and safety authorities." } ], "sector": "aerospace" }, { "url": "https://vieox.com/insights/aerospace/production-and-quality/", "path": "/insights/aerospace/production-and-quality/", "title": "Keep the part, process and inspection record connected.", "description": "Practical questions for reviewing aerospace production activity, process deviations and measurement evidence without confusing an OT record with acceptance authority.", "markdown_url": "https://vieox.com/content/insights/aerospace/production-and-quality.md", "content_sha256": "32e4c213788235a670c24c9d03226281229f570d0321f6629bc6ee62b5c91a64", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "How can a team better investigate an aerospace production or inspection concern?", "answer": "Select the affected part or work order and a known period, reconstruct the equipment conditions alongside the actual process step and inspection findings, and keep release and disposition with the authorised quality function.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "NIST — Digital Thread for Manufacturing", "url": "https://www.nist.gov/programs-projects/digital-thread-manufacturing" }, { "title": "NIST — End-to-End Quality Information Framework (QIF) Technology Survey", "url": "https://www.nist.gov/publications/end-end-quality-information-framework-qif-technology-survey" } ], "sections": [ { "id": "define-the-item", "title": "Define the item before interpreting the reading." }, { "id": "follow-the-process", "title": "Follow the actual process sequence." }, { "id": "record-uncertainty", "title": "Keep missing evidence visible." }, { "id": "report-back", "title": "Close the loop with the responsible owner." } ], "sector": "aerospace" }, { "url": "https://vieox.com/insights/benefits-of-an-r-and-d-capable-partner/", "path": "/insights/benefits-of-an-r-and-d-capable-partner/", "title": "The benefits of a partner with R&D capability.", "description": "Explore how R&D capability can help an industrial partnership resolve uncertainty, test equipment and data fit, develop useful solutions and plan ongoing support.", "markdown_url": "https://vieox.com/content/insights/benefits-of-an-r-and-d-capable-partner.md", "content_sha256": "594bac60d19bf2be70a5d43ef10bee81366c76e80fcc47a5ec207ca6387cecc5", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What are the benefits of working with a partner with R&D capability?", "answer": "The value is a disciplined way to investigate difficult questions before committing to a larger solution. Look for relevant engineering knowledge, useful prototypes, transparent test results and a plan for turning findings into maintainable work. The partnership should leave your team with better evidence, clearer choices and knowledge it can retain.", "topics": [ "operations", "data-context" ], "sources": [ { "title": "OECD — Frascati Manual 2015, chapter 2: Concepts and definitions for identifying R&D", "url": "https://www.oecd.org/content/dam/oecd/en/publications/reports/2015/10/frascati-manual-2015_g1g57dcb/9789264239012-en.pdf" }, { "title": "NASA — Systems Engineering Handbook, section 2.4: Product verification and product validation", "url": "https://www.nasa.gov/reference/2-4-distinctions-between-product-verification-and-product-validation/" } ], "sections": [ { "id": "investigate-the-uncertainty", "title": "Make the unknowns worth investigating" }, { "id": "check-equipment-and-data-fit", "title": "Establish fit before expanding the solution" }, { "id": "prototype-with-a-testable-purpose", "title": "Use prototypes to produce evidence beyond a demo" }, { "id": "a-packaging-line-investigation", "title": "A packaging-line question, explored step by step" }, { "id": "carry-learning-into-product-and-support", "title": "Carry learning into improvement and long-term support" }, { "id": "look-for-evidence-of-capability", "title": "Choose a partner through evidence and working habits" } ] }, { "url": "https://vieox.com/insights/chemical-and-petrochemical-processing/mechanical-integrity/", "path": "/insights/chemical-and-petrochemical-processing/mechanical-integrity/", "title": "Make equipment history useful without bypassing safeguards.", "description": "Consider pumps, valves, vessels and exchangers with their duty, work history and authorised mechanical-integrity procedures.", "markdown_url": "https://vieox.com/content/insights/chemical-and-petrochemical-processing/mechanical-integrity.md", "content_sha256": "81bc19945024d0ce66bb1b81787853d24d5bdd33d501b5b71e693de2c793d23c", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What connects an equipment trend to a competent integrity review?", "answer": "Asset identity, operating duty, inspection history, instrument quality and a clear engineering question—without substituting analytics for prescribed inspection, testing or protective functions.", "topics": [ "maintenance", "operations", "data-context" ], "sources": [ { "title": "OSHA — Process Safety Management of Highly Hazardous Chemicals, 29 CFR 1910.119", "url": "https://www.osha.gov/laws-regs/regulations/standardnumber/1910/1910.119" }, { "title": "OSHA — Process Safety Management Guidelines and Recommendations", "url": "https://www.osha.gov/laws-regs/regulations/standardnumber/1910/1910.119AppC" } ], "sections": [ { "id": "equipment-scope", "title": "Know which equipment is within scope." }, { "id": "duty-context", "title": "Compare equipment conditions under meaningful duty." }, { "id": "work-history", "title": "Bring maintenance and inspection into the same review." }, { "id": "safe-conclusion", "title": "Create a reliable next step, not an automatic command." } ], "sector": "chemical-and-petrochemical-processing" }, { "url": "https://vieox.com/insights/chemical-and-petrochemical-processing/process-conditions/", "path": "/insights/chemical-and-petrochemical-processing/process-conditions/", "title": "Know what changed in the process—and in the operating mode.", "description": "Industrial process-guide for pressure, flow, temperature and composition records during operations, transitions and upset reviews.", "markdown_url": "https://vieox.com/content/insights/chemical-and-petrochemical-processing/process-conditions.md", "content_sha256": "f21d5d40f41f72672cc19e156c93b70de1d3064ab086f4374a88c2d7976a0a99", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "How should a chemical plant examine a recurring process deviation?", "answer": "Define the affected unit, approved operating window and mode; compare relevant signals and operator records, verify instrumentation, and keep diagnosis and action with qualified personnel.", "topics": [ "operations", "quality", "data-context" ], "sources": [ { "title": "OSHA — Process Safety Management of Highly Hazardous Chemicals, 29 CFR 1910.119", "url": "https://www.osha.gov/laws-regs/regulations/standardnumber/1910/1910.119" }, { "title": "OSHA — Process Safety Management Guidelines and Recommendations", "url": "https://www.osha.gov/laws-regs/regulations/standardnumber/1910/1910.119AppC" } ], "sections": [ { "id": "safe-context", "title": "Start with the operating envelope." }, { "id": "signal-association", "title": "Examine relationships without declaring cause." }, { "id": "quality-boundary", "title": "Keep quality disposition distinct." }, { "id": "next-review", "title": "Hand the finding to the right team." } ], "sector": "chemical-and-petrochemical-processing" }, { "url": "https://vieox.com/insights/converedge-direct-device-communication/", "path": "/insights/converedge-direct-device-communication/", "title": "ConverEDGE: machine connectivity across your shop floor", "description": "Explore PLC data collection, industrial interoperability and edge computing choices for useful machine connectivity across a mixed shop floor.", "markdown_url": "https://vieox.com/content/insights/converedge-direct-device-communication.md", "content_sha256": "270dc322603dbb0ab77f866946df2e0638979c0ab9609a889f43e26f92a56cd3", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "Can ConverEDGE communicate directly with the different devices already on our shop floor?", "answer": "Yes. ConverEDGE can communicate directly with virtually any device on the shop floor. For a particular connection, confirm the device interface, access arrangements, firmware and available data. That broad communication capability provides a starting point for useful operational information; the equipment identity, timing and process context still need to be understood.", "topics": [ "data-context", "operations", "production" ], "sources": [ { "title": "W3C — Web of Things Architecture 1.1, section 6.1: Fundamental Concepts", "url": "https://www.w3.org/TR/2023/REC-wot-architecture11-20231205/" }, { "title": "OPC Foundation — OPC UA Part 3: Address Space Model, section 4.3: Object Model", "url": "https://reference.opcfoundation.org/specs/OPC-10000-3/4.3" }, { "title": "Siemens — STEP 7 V20: OPC UA security settings for S7-1200 and S7-1500 controllers", "url": "https://docs.tia.siemens.cloud/r/en-us/v20/configuring-automation-systems/using-opc-ua-communication-s7-1200-s7-1500-s7-1500t/security-at-opc-ua-s7-1200-s7-1500-s7-1500t/security-settings-s7-1200-s7-1500-s7-1500t" }, { "title": "Siemens — STEP 7 V20: Accessing OPC UA server data on S7-1500 controllers", "url": "https://docs.tia.siemens.cloud/r/en-us/v20/configuring-automation-systems/using-opc-ua-communication-s7-1200-s7-1500-s7-1500t/using-the-s7-1500-as-an-opc-ua-server-s7-1500-s7-1500t/accessing-opc-ua-server-data-s7-1500-s7-1500t" }, { "title": "NIST SP 500-325 — Fog Computing Conceptual Model", "url": "https://csrc.nist.gov/pubs/sp/500/325/final" } ], "sections": [ { "id": "work-with-your-existing-estate", "title": "Start with the equipment you already operate" }, { "id": "confirm-the-actual-connection", "title": "Confirm the actual connection and available data" }, { "id": "collect-data-from-plcs", "title": "How to collect data from PLCs" }, { "id": "make-acquired-data-understandable", "title": "Industrial interoperability needs shared meaning" }, { "id": "place-edge-computing-in-the-architecture", "title": "Where industrial edge computing fits" }, { "id": "review-a-mixed-production-cell", "title": "An illustrative review of a mixed production cell" }, { "id": "pilot-a-representative-device-mix", "title": "Pilot a representative mix of devices" }, { "id": "connect-access-to-business-value", "title": "Connect broader access to business value" } ] }, { "url": "https://vieox.com/insights/data-democratization/access-for-people-and-ai/", "path": "/insights/data-democratization/access-for-people-and-ai/", "title": "Open the right information to the right task.", "description": "Explore role-appropriate industrial data access for employees, partners and AI applications while preserving scope, information handling and decision responsibility.", "markdown_url": "https://vieox.com/content/insights/data-democratization/access-for-people-and-ai.md", "content_sha256": "b5ac010130f3eddd0973321a15ed79c92b6473ee3705491f39497b4a192fc8b9", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Data democratization", "url": "https://vieox.com/insights/data-democratization/" } ], "children": [], "question": "How should industrial data be shared with people and AI?", "answer": "Define the approved task, consumer identity, information scope and permitted operations. Provide the context needed for a useful interpretation while respecting sensitivity and retention requirements. Treat access to read, export, change or act as separate decisions, and revisit the scope when the person, partner, application or purpose changes.", "topics": [ "data-context", "operations" ], "sources": [ { "title": "NIST SP 800-162 — Guide to Attribute Based Access Control, updated August 2019", "url": "https://csrc.nist.gov/pubs/sp/800/162/upd2/final" } ], "sections": [ { "id": "describe-the-consumer-and-the-purpose", "title": "Begin with the task, not an unrestricted connection" }, { "id": "separate-the-operations-that-access-enables", "title": "Reading and acting require different permissions" }, { "id": "use-policy-to-preserve-the-boundary", "title": "Access can consider more than a job title" }, { "id": "send-the-context-needed-for-a-fair-answer", "title": "A permitted extract still needs meaning" }, { "id": "plan-for-the-end-of-the-relationship", "title": "Make access changes and closure ordinary work" }, { "id": "test-usefulness-within-the-approved-scope", "title": "Evaluate the task within its actual boundaries" } ], "series": "data-democratization" }, { "url": "https://vieox.com/insights/data-democratization/", "path": "/insights/data-democratization/", "title": "Data democratization: make industrial information useful.", "description": "Explore industrial data democratization: role-appropriate access, shared meaning and operational context for people and AI working across existing OT systems.", "markdown_url": "https://vieox.com/content/insights/data-democratization.md", "content_sha256": "d562ac30785ff038f0ef77359c6ff31bae1e18a692a3d7419b9458f83cd99c62", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [ "https://vieox.com/insights/data-democratization/shared-meaning-and-trust/", "https://vieox.com/insights/data-democratization/access-for-people-and-ai/" ], "question": "What is industrial data democratization?", "answer": "Industrial data democratization means making operational information understandable and appropriately accessible to the people and approved applications that need it. It combines shared meaning, useful context and clear responsibility. It does not mean unrestricted access, publication of sensitive records or permission for every consumer to influence the process.", "topics": [ "data-context", "operations" ], "sources": [ { "title": "NIST IR 8107 — Current Standards Landscape for Smart Manufacturing Systems", "url": "https://www.nist.gov/publications/current-standards-landscape-smart-manufacturing-systems" } ], "sections": [ { "id": "begin-with-the-person-who-needs-the-answer", "title": "Start with the work the reader is trying to do" }, { "id": "make-meaning-part-of-the-connection", "title": "Connect meaning as well as systems" }, { "id": "preserve-the-context-of-the-work", "title": "Keep the operating story with the information" }, { "id": "share-with-purpose-and-permission", "title": "Make appropriate access easier to use" }, { "id": "build-on-what-the-site-already-has", "title": "Consider the systems already doing useful work" }, { "id": "evaluate-the-information-journey", "title": "Evaluate success through a task someone can complete" } ], "series": "data-democratization" }, { "url": "https://vieox.com/insights/data-democratization/shared-meaning-and-trust/", "path": "/insights/data-democratization/shared-meaning-and-trust/", "title": "Agree what the information means before comparing it.", "description": "Build shared meaning for industrial data through equipment identity, operating definitions, units, data integrity and evidence people can trace and correct.", "markdown_url": "https://vieox.com/content/insights/data-democratization/shared-meaning-and-trust.md", "content_sha256": "29082aff04658b516f5d83ce0ea3f36f9a8045584a6526685f16fc93ef387ae3", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Data democratization", "url": "https://vieox.com/insights/data-democratization/" } ], "children": [], "question": "How can industrial teams build trust in shared data?", "answer": "Make definitions understandable, preserve their operating scope and assign owners who can resolve disagreements. Keep source records, units, time references and calculation boundaries available for review. Trust grows through a record people can check and correct, rather than through a label that declares the data trustworthy.", "topics": [ "data-context", "operations" ], "sources": [ { "title": "NIST — Standards-based Semantic Integration of Manufacturing Information: Past, Present, and Future", "url": "https://www.nist.gov/publications/standards-based-semantic-integration-manufacturing-information-past-present-and-future" } ], "sections": [ { "id": "find-the-words-that-cause-disagreement", "title": "Begin with a term that changes the discussion" }, { "id": "understand-why-semantics-matter", "title": "Meaning has to survive the connection" }, { "id": "define-the-measure-and-its-boundary", "title": "Make the calculation explainable in ordinary language" }, { "id": "keep-source-and-correction-together", "title": "Preserve data integrity and evidence" }, { "id": "make-disagreement-safe-to-raise", "title": "Let users challenge the information" }, { "id": "maintain-meaning-as-the-operation-changes", "title": "Give shared definitions a lifecycle" } ], "series": "data-democratization" }, { "url": "https://vieox.com/insights/datacenter/operational-continuity/", "path": "/insights/datacenter/operational-continuity/", "title": "Make infrastructure handovers easier to verify.", "description": "Guidance for data center facility shifts, backup power events, maintenance activities and incident timelines across OT systems.", "markdown_url": "https://vieox.com/content/insights/datacenter/operational-continuity.md", "content_sha256": "ade5d2f8794254b510bd1a264ff615c3eaa081aa8720af3dc87e9cdfcc1e8c6e", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What information should the next facility shift inherit?", "answer": "A concise account of affected assets, current operating modes, unresolved alarms, completed interventions, approved restrictions and the next responsible action, supported by relevant timestamps.", "topics": [ "operations", "maintenance", "data-context" ], "sources": [ { "title": "U.S. DOE — Energy-Efficient Cooling Control Systems for Data Centers", "url": "https://www.energy.gov/cmei/ito/energy-efficient-cooling-control-systems-data-centers" }, { "title": "U.S. DOE — Energy 101: Energy Efficient Data Centers", "url": "https://www.energy.gov/cmei/articles/energy-101-energy-efficient-data-centers" } ], "sections": [ { "id": "handover-state", "title": "Describe what the next team is inheriting." }, { "id": "backup-equipment", "title": "Explain the backup equipment record." }, { "id": "timeline", "title": "Preserve chronology and missing intervals." }, { "id": "resilient-review", "title": "Keep an actionable handover simple." } ], "sector": "datacenter" }, { "url": "https://vieox.com/insights/datacenter/power-and-cooling/", "path": "/insights/datacenter/power-and-cooling/", "title": "Understand the relationships behind a thermal or power alarm.", "description": "Data center guide to cooling configuration, electrical support, load context and the evidence behind an infrastructure operating review.", "markdown_url": "https://vieox.com/content/insights/datacenter/power-and-cooling.md", "content_sha256": "cad51c0f2a2cbd658c1f6209831cdfa781be6110636eb2e51c37bad0d36fd24c", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "How should a data center team approach an unexplained environmental change?", "answer": "Select the affected zone and time, identify active cooling and electrical arrangements, compare load and setpoints, and use the responsible team’s records before assigning a likely explanation.", "topics": [ "maintenance", "operations", "data-context" ], "sources": [ { "title": "U.S. DOE — Energy-Efficient Cooling Control Systems for Data Centers", "url": "https://www.energy.gov/cmei/ito/energy-efficient-cooling-control-systems-data-centers" }, { "title": "U.S. DOE — Energy 101: Energy Efficient Data Centers", "url": "https://www.energy.gov/cmei/articles/energy-101-energy-efficient-data-centers" } ], "sections": [ { "id": "system-boundary", "title": "Start with the actual served zone." }, { "id": "load-and-mode", "title": "Record load, setpoints and operating mode." }, { "id": "energy-and-continuity", "title": "Compare efficiency without losing reliability context." }, { "id": "next-review", "title": "Turn a dashboard concern into a supported review." } ], "sector": "datacenter" }, { "url": "https://vieox.com/insights/defence/facilities-and-maintenance/", "path": "/insights/defence/facilities-and-maintenance/", "title": "Make supporting-equipment readiness easier to review.", "description": "Explore the information behind manufacturing and test-support facilities: service dependencies, equipment condition, maintenance findings and clear handovers.", "markdown_url": "https://vieox.com/content/insights/defence/facilities-and-maintenance.md", "content_sha256": "59447aca18dadf6b9ad673058ad90dd44a5d076e6c84bbb66dae391b8f3ed1af", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What does a useful supporting-facility equipment review need?", "answer": "The equipment and service boundary, the area supported, a defined operating period, relevant measurements and work findings, and the current review status. Readiness should be assessed against the actual service requirements and authorised process, rather than inferred from a single indicator.", "topics": [ "maintenance", "operations", "data-context" ], "sources": [ { "title": "US Department of Energy — Operations and Maintenance in Federal Facilities", "url": "https://www.energy.gov/cmei/femp/operations-and-maintenance-federal-facilities" }, { "title": "NIST — Metrological Traceability: Frequently Asked Questions and Policy", "url": "https://www.nist.gov/metrology/metrological-traceability" } ], "sections": [ { "id": "define-the-service-boundary", "title": "Define the service boundary." }, { "id": "describe-the-observed-condition", "title": "Describe the observed condition clearly." }, { "id": "use-the-right-evidence", "title": "Use evidence suitable for the question." }, { "id": "a-cooling-service-review", "title": "A cooling-service question before planned work." }, { "id": "carry-the-work-status-forward", "title": "Carry the work status forward accurately." }, { "id": "begin-with-a-service-question", "title": "Begin with one recurring service question." } ], "sector": "defence" }, { "url": "https://vieox.com/insights/defence/manufacturing-and-test/", "path": "/insights/defence/manufacturing-and-test/", "title": "Keep the record connected to the work it describes.", "description": "A guide to manufacturing and test information in defence-related industry: item identity, revisions, process context and the distinction between results and acceptance.", "markdown_url": "https://vieox.com/content/insights/defence/manufacturing-and-test.md", "content_sha256": "89958c91d58d2422e6a9883b3b5b04750b72d51186f31fb1cd156c6563c51e97", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What makes a manufacturing or test history easier to review?", "answer": "Clear item and equipment identity, the applicable process and document revisions, the original results and relevant conditions, and a visible record of review decisions. These help the responsible team assess what the evidence actually establishes.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "NIST — Linking As-Planned to As-Fabricated Product Data", "url": "https://www.nist.gov/publications/standards-based-approach-linking-planned-fabricated-product-data" }, { "title": "NIST — Metrological Traceability: Frequently Asked Questions and Policy", "url": "https://www.nist.gov/metrology/metrological-traceability" } ], "sections": [ { "id": "identify-the-item-and-operation", "title": "Identify the item and operation under review." }, { "id": "preserve-the-revision-context", "title": "Preserve the revision context." }, { "id": "understand-the-measurement", "title": "Understand what the measurement establishes." }, { "id": "a-result-with-missing-context", "title": "A result that needs its original context." }, { "id": "preserve-the-review-history", "title": "Preserve the history of the review." }, { "id": "choose-an-information-assessment", "title": "Choose a useful information assessment." } ], "sector": "defence" }, { "url": "https://vieox.com/insights/electronics/automotive-and-power-electronics/", "path": "/insights/electronics/automotive-and-power-electronics/", "title": "Automotive and power electronics: connect the assembly to its operating demands.", "description": "Follow electronic control units and power-conversion assemblies through approved components, joining, thermal integration, traceability and verification.", "markdown_url": "https://vieox.com/content/insights/electronics/automotive-and-power-electronics.md", "content_sha256": "b2ecef9051cfb84f327b37668d72cd4036745672f0b5b5c7c564dfb0d7a6ca64", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Electronics", "url": "https://vieox.com/insights/electronics/" } ], "children": [], "question": "What should manufacturing teams connect when building automotive and power electronics?", "answer": "Connect the approved design and component selection with joining, mechanical assembly, thermal integration, firmware and test evidence for each identified unit. Keep component qualification distinct from validation of the completed assembly. Follow the requirements of the actual product and customer, with clear ownership of process changes, test coverage, unresolved findings and release decisions.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "Renesas — AEC-Q100 Qualification", "url": "https://www.renesas.com/en/products/automotive-products/aec-q100" }, { "title": "Infineon — AN2020-04 HybridPACK 2: General information and mounting instruction", "url": "https://documentation.infineon.com/atv-high-power/docs/mxx1701333661598" } ], "sections": [ { "id": "define-the-product-boundary", "title": "Begin with the assembly and its application" }, { "id": "keep-qualification-at-the-right-level", "title": "Keep component qualification within its scope" }, { "id": "preserve-the-thermal-assembly", "title": "Treat the thermal arrangement as controlled assembly work" }, { "id": "record-the-joints-and-mechanical-work", "title": "Keep electrical joints and mechanical work traceable" }, { "id": "verify-the-completed-configuration", "title": "Verify the configuration the product will use" }, { "id": "investigate-across-electrical-and-thermal-evidence", "title": "Use one unit history to investigate a recurring concern" } ], "series": "electronics", "sector": "manufacturing" }, { "url": "https://vieox.com/insights/electronics/component-traceability-and-changeovers/", "path": "/insights/electronics/component-traceability-and-changeovers/", "title": "Keep the build history intact through every changeover.", "description": "Connect component lots, board serials, firmware and approved revisions so electronics manufacturing teams can investigate faults and manage high-mix changeovers.", "markdown_url": "https://vieox.com/content/insights/electronics/component-traceability-and-changeovers.md", "content_sha256": "01182239c498980b86a8b9569d27cbac0e0930cc7a8a48411eb2c2bc4d3cea4a", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Electronics", "url": "https://vieox.com/insights/electronics/" } ], "children": [], "question": "What should an electronics manufacturer preserve when products, components and revisions change?", "answer": "Preserve the relationship between each identified assembly, its actual materials and its authorised build configuration. Record changeovers, substitutions, programming, inspection and repair as events with clear ownership. Start with the investigation the team needs to support, then check that records survive material returns, rework and the next production order.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "IPC — IPC-1782: Manufacturing and Supply Chain Traceability of Electronic Products, public scope excerpt (2016)", "url": "https://www.ipc.org/TOC/IPC-1782.pdf" }, { "title": "Texas Instruments — Product change notification", "url": "https://www.ti.com/quality-reliability/quality/product-change-notification.html" }, { "title": "EOS/ESD Association — Fundamentals, Part 3: Basic ESD Control Procedures and Materials", "url": "https://www.esda.org/esd-overview/esd-fundamentals/part-3-basic-esd-control-procedures-and-materials/" }, { "title": "Texas Instruments — Quality, reliability and packaging FAQs: product shelf life", "url": "https://www.ti.com/quality-reliability/faqs.html" } ], "sections": [ { "id": "define-what-must-be-traced", "title": "Choose the traceability boundary before collecting records" }, { "id": "preserve-the-build-configuration", "title": "Preserve the configuration used for this assembly" }, { "id": "separate-changeover-from-substitution", "title": "Separate a planned changeover from an engineering change" }, { "id": "keep-material-handling-in-context", "title": "Carry handling history through material returns" }, { "id": "retain-the-history-after-repair", "title": "Let repair add to the record" }, { "id": "rehearse-the-investigation", "title": "Check whether another team can reconstruct the build" } ], "series": "electronics", "sector": "manufacturing" }, { "url": "https://vieox.com/insights/electronics/consumer-electronics-manufacturing/", "path": "/insights/electronics/consumer-electronics-manufacturing/", "title": "Build small consumer devices around the functions people notice.", "description": "Explore consumer electronics manufacturing for audio products, wearables and connected devices through assembly, acoustics, pairing and final verification.", "markdown_url": "https://vieox.com/content/insights/electronics/consumer-electronics-manufacturing.md", "content_sha256": "9aab75e0e3138d66abf3cb807315cb0ef1150cdd057a7ae62b2540d6e741790b", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Electronics", "url": "https://vieox.com/insights/electronics/" } ], "children": [], "question": "How can manufacturers manage quality across varied consumer electronic devices?", "answer": "Organise the route around the product's required functions and installed assemblies. Control small mechanical features, use suitable acoustic or sensor fixtures, verify the correct connected device, and confirm firmware and customer configuration. Shared equipment is useful when each variant retains its own approved test coverage, setup and release conditions.", "topics": [ "production", "quality" ], "sources": [ { "title": "Klippel — Quality Control Applications", "url": "https://www.klippel.de/products/qc-system/qc-applications.html" }, { "title": "Bluetooth SIG — Qualify Your Product", "url": "https://www.bluetooth.com/develop-with-bluetooth/qualify/" } ], "sections": [ { "id": "define-product-specific-coverage", "title": "Give each product family its own manufacturing questions" }, { "id": "control-small-mechanical-features", "title": "Make small assembly features visible before closure" }, { "id": "control-acoustic-measurements", "title": "Give audio products a controlled acoustic test" }, { "id": "verify-the-intended-connected-device", "title": "Make connection tests identify the device being tested" }, { "id": "verify-wearable-sensors-and-charging", "title": "Test wearable functions in their assembled context" }, { "id": "investigate-the-finished-device", "title": "Use an assembly finding to improve the next build" } ], "series": "electronics", "sector": "manufacturing" }, { "url": "https://vieox.com/insights/electronics/electronics-reliability-testing/", "path": "/insights/electronics/electronics-reliability-testing/", "title": "Reliability testing: define the claim before choosing the stress.", "description": "Distinguish production verification, design qualification and reliability screening, with clear test purpose, representative samples and failure analysis.", "markdown_url": "https://vieox.com/content/insights/electronics/electronics-reliability-testing.md", "content_sha256": "77c3847cf8caa4c43a4be8cc472a8c0ce0aca89a3b7799e66123d73660fbdfb6", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Electronics", "url": "https://vieox.com/insights/electronics/" } ], "children": [], "question": "How should electronics manufacturers use reliability tests without overstating their meaning?", "answer": "Separate production acceptance from design qualification, reliability assessment and any production screening. Agree the expected use, sample configuration, failure criteria and statistical assumptions before testing. Preserve actual exposure and every failure investigation, then state what the results support. A passed stress test or a small sample with no failures does not establish unlimited life or every aspect of product safety.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "IEC — IEC 60068-1:2013, Environmental testing: general and guidance, publisher summary", "url": "https://webstore.iec.ch/en/publication/501" }, { "title": "NIST — How do you plan a reliability assessment test?", "url": "https://www.itl.nist.gov/div898/handbook/apr/section3/apr31.htm" }, { "title": "NIST — Accelerated life tests", "url": "https://itl.nist.gov/div898/handbook/apr/section3/apr314.htm" } ], "sections": [ { "id": "separate-the-test-purposes", "title": "Name the decision the test should support" }, { "id": "describe-the-use-environment", "title": "Translate the intended environment into a reviewed plan" }, { "id": "make-the-sample-and-assumptions-visible", "title": "Choose a sample that can answer the question" }, { "id": "understand-acceleration-and-screening", "title": "Keep accelerated testing and production screening distinct" }, { "id": "investigate-the-failure-before-closing-it", "title": "Treat a failure as evidence to preserve" }, { "id": "state-the-conclusion-and-its-boundary", "title": "Report the result with its useful limits" } ], "series": "electronics", "sector": "manufacturing" }, { "url": "https://vieox.com/insights/electronics/home-appliance-electronics/", "path": "/insights/electronics/home-appliance-electronics/", "title": "Test appliance electronics in the machine they must control.", "description": "Explore home-appliance manufacturing through control boards, motors, sensors, wiring harnesses, software and verification of the finished appliance.", "markdown_url": "https://vieox.com/content/insights/electronics/home-appliance-electronics.md", "content_sha256": "caf2b46152a8a4c2570ca50ffb3562d27721b969ce7e62d5746a95d8003f3d81", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Electronics", "url": "https://vieox.com/insights/electronics/" } ], "children": [], "question": "How should manufacturers verify electronics integrated into home appliances?", "answer": "Confirm the controller and software variant, inspect the installed sensors and wiring, and test the functions that depend on their interaction with the appliance. Separate board checks, simulated input tests and finished-product verification. Use the approved product-specific functional and safety plan so a board-level pass is not mistaken for acceptance of the complete machine.", "topics": [ "production", "quality" ], "sources": [ { "title": "Texas Instruments — Three-Position Sensing Solutions for Home Appliances", "url": "https://www.ti.com/document-viewer/lit/html/SBOA549" }, { "title": "Texas Instruments — TIDA-010265 Motor Inverter Reference Design", "url": "https://www.ti.com/tool/TIDA-010265" }, { "title": "IEC — IEC 60335-1:2020, public scope for household and similar electrical appliance safety", "url": "https://webstore.iec.ch/en/publication/61880" } ], "sections": [ { "id": "map-the-appliance-functions", "title": "Begin with the physical jobs the controller performs" }, { "id": "verify-control-and-power-boards", "title": "Give control and power electronics the right checks" }, { "id": "inspect-wiring-and-mechanical-integration", "title": "Treat the wiring harness as part of the product" }, { "id": "verify-sensor-installation", "title": "Distinguish a simulated input from the installed sensor" }, { "id": "verify-the-finished-appliance", "title": "Finish with the appliance's approved verification plan" }, { "id": "investigate-an-installed-system-failure", "title": "Review the installed system when a board appears responsible" } ], "series": "electronics", "sector": "manufacturing" }, { "url": "https://vieox.com/insights/electronics/", "path": "/insights/electronics/", "title": "Electronics: from components to finished equipment.", "description": "Explore electronics manufacturing from PCB fabrication and PCBA to televisions, mobile phones, appliances, consumer products, automotive power systems and testing.", "markdown_url": "https://vieox.com/content/insights/electronics.md", "content_sha256": "31af34a1a50ca067917dcc9ac9cdf16d53f20d05c23966e38a0413ef820b8e99", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [ "https://vieox.com/insights/electronics/surface-mount-process-control/", "https://vieox.com/insights/electronics/inspection-and-functional-test/", "https://vieox.com/insights/electronics/component-traceability-and-changeovers/", "https://vieox.com/insights/electronics/television-manufacturing/", "https://vieox.com/insights/electronics/mobile-phone-manufacturing/", "https://vieox.com/insights/electronics/home-appliance-electronics/", "https://vieox.com/insights/electronics/consumer-electronics-manufacturing/", "https://vieox.com/insights/electronics/pcb-fabrication/", "https://vieox.com/insights/electronics/pcba-manufacturing/", "https://vieox.com/insights/electronics/electronics-reliability-testing/", "https://vieox.com/insights/electronics/automotive-and-power-electronics/" ], "question": "What should manufacturers connect across a modern electronic equipment production line?", "answer": "Connect the approved product configuration with component identity, assembly conditions, inspection findings, test results and the final equipment serial number. Follow the actual route through board assembly, programming and enclosure assembly, including repairs and repeated tests. That shared history helps production and quality teams understand what was built, which checks apply and what still needs a release decision.", "topics": [ "production", "quality", "operations", "data-context" ], "sources": [ { "title": "Global Electronics Association — IPC-2591, Connected Factory Exchange (CFX)", "url": "https://www.electronics.org/ipc-2591-connected-factory-exchange-cfx" }, { "title": "The Hermes Standard Initiative — IPC-HERMES-9852 overview", "url": "https://www.the-hermes-standard.info/" } ], "sections": [ { "id": "start-with-the-equipment", "title": "Start with the equipment the customer will receive" }, { "id": "prepare-a-controlled-build", "title": "Give each build a configuration that people can follow" }, { "id": "follow-assembly-through-final-integration", "title": "Follow assembly beyond the placement machine" }, { "id": "make-equipment-messages-meaningful", "title": "Use connected equipment to preserve the production story" }, { "id": "separate-output-from-release", "title": "Measure completed work and accepted equipment separately" }, { "id": "choose-a-useful-first-investigation", "title": "Begin with one recurring production question" } ], "series": "electronics", "sector": "manufacturing" }, { "url": "https://vieox.com/insights/electronics/inspection-and-functional-test/", "path": "/insights/electronics/inspection-and-functional-test/", "title": "Know what each inspection and test result can tell you.", "description": "Understand AOI, X-ray, in-circuit and functional testing through coverage, configuration, first-pass yield and a traceable rework history.", "markdown_url": "https://vieox.com/content/insights/electronics/inspection-and-functional-test.md", "content_sha256": "b2de3cfafe1d796c7b4bb0befddeebcbfb4b7f5245a3350d8847118f70316031", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Electronics", "url": "https://vieox.com/insights/electronics/" } ], "children": [], "question": "How should electronics manufacturers combine inspection and testing without losing the meaning of a pass?", "answer": "Assign each method to a defined coverage question, retain the product and test configuration, and preserve every attempt against the same unit identity. Optical inspection, X-ray, in-circuit testing and functional testing provide different evidence. Acceptance depends on the approved requirements and complete test plan, while first-pass yield and rework records explain how production reached the accepted result.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "OMRON — High-speed Inspection Technology by Continuous Movement between Fields of View of Automated CT-type X-ray Inspection System", "url": "https://www.omron.com/global/en/technology/omrontechnics/vol55/009.html" }, { "title": "Keysight — In-Circuit Test for Manufacturing", "url": "https://www.keysight.com/us/en/products/in-circuit-test-for-manufacturing.html" }, { "title": "NI — Software for Production Test", "url": "https://download.ni.com/evaluation/electronics/SolutionBrochure_Software_for_Production_Test.pdf" } ], "sections": [ { "id": "separate-visible-and-hidden-features", "title": "Begin with what the inspection can observe" }, { "id": "define-electrical-coverage", "title": "Give electrical and functional tests different jobs" }, { "id": "retain-the-test-configuration", "title": "Keep the test conditions beside the result" }, { "id": "protect-first-pass-yield", "title": "Preserve the first attempt when a unit returns" }, { "id": "separate-retest-from-rework", "title": "Explain what changed between attempts" }, { "id": "turn-findings-into-a-review", "title": "Connect the finding to the next useful investigation" } ], "series": "electronics", "sector": "manufacturing" }, { "url": "https://vieox.com/insights/electronics/mobile-phone-manufacturing/", "path": "/insights/electronics/mobile-phone-manufacturing/", "title": "Bring the phone's mechanical, software and radio build together.", "description": "Follow mobile phone manufacturing through module assembly, battery integration, firmware, device identity and controlled radio-frequency testing.", "markdown_url": "https://vieox.com/content/insights/electronics/mobile-phone-manufacturing.md", "content_sha256": "251dd33d5f2d9dec20455580c43fdfa62081f5685dd0de2917ee1478687091e3", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Electronics", "url": "https://vieox.com/insights/electronics/" } ], "children": [], "question": "What makes modern mobile phone manufacturing more than circuit-board assembly?", "answer": "The completed phone depends on mechanical fit, module compatibility, battery integration, software configuration and radio performance as well as the board itself. Build a route that verifies these dependencies before and after enclosure closure. Keep the intended variant and unit identity consistent through programming, calibration, functional testing and final release.", "topics": [ "production", "quality" ], "sources": [ { "title": "Murata — Laminated Type Lithium Ion Secondary Batteries", "url": "https://www.murata.com/en-global/products/batteries/laminated" }, { "title": "GSMA — TAC Allocation", "url": "https://www.gsmaservices.com/device-services/tac-allocation/" }, { "title": "Rohde & Schwarz — CMW100 Communications Manufacturing Test Set", "url": "https://www.rohde-schwarz.com/us/products/test-and-measurement/wireless-tester-rf-analyzer-generator/cmw100-communications-manufacturing-test-set_63493-143617.html" } ], "sections": [ { "id": "prepare-the-correct-variant", "title": "Start with a complete build definition" }, { "id": "assemble-modules-and-enclosure", "title": "Verify the details that closure makes difficult to inspect" }, { "id": "control-battery-integration", "title": "Keep battery integration within the approved product design" }, { "id": "programme-and-confirm-identity", "title": "Make programming a controlled manufacturing step" }, { "id": "understand-radio-production-tests", "title": "Give radio measurements their test conditions" }, { "id": "check-the-phone-as-shipped", "title": "Review the finished phone and its exceptions" } ], "series": "electronics", "sector": "manufacturing" }, { "url": "https://vieox.com/insights/electronics/pcb-fabrication/", "path": "/insights/electronics/pcb-fabrication/", "title": "PCB fabrication: preserve the story inside the bare board.", "description": "Follow bare printed circuit board fabrication through approved data, material stackup, drilling, plating, inspection and electrical test before assembly.", "markdown_url": "https://vieox.com/content/insights/electronics/pcb-fabrication.md", "content_sha256": "9797b619c16d6c899a7e46c1e212916521c772c6bbd48bfc067aa8029a11be6c", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Electronics", "url": "https://vieox.com/insights/electronics/" } ], "children": [], "question": "What should manufacturers preserve across bare PCB fabrication?", "answer": "Keep the released design and approved material construction connected to each manufacturing lot, panel and relevant inspection record. Follow the actual fabrication route, including layer alignment, holes, plating, surface finish and electrical testing. Make supplier deviations and sampling boundaries visible so the receiving team knows what the evidence covers and what remains to be checked.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "Eurocircuits — During Production: PCB fabrication checks", "url": "https://www.eurocircuits.com/technical-guidelines/quality/during-production/" }, { "title": "Eurocircuits — Microsections", "url": "https://www.eurocircuits.com/technical-guidelines/quality/microsections/" } ], "sections": [ { "id": "separate-fabrication-from-assembly", "title": "Define the bare-board handover" }, { "id": "release-the-material-construction", "title": "Make the layer construction an approved decision" }, { "id": "connect-holes-and-copper", "title": "Connect drilling and plating with the panel history" }, { "id": "inspect-the-hidden-structure", "title": "Know what an internal inspection represents" }, { "id": "keep-final-checks-specific", "title": "Separate electrical continuity from complete acceptance" }, { "id": "investigate-across-the-handover", "title": "Reconstruct one concern across the supplier boundary" } ], "series": "electronics", "sector": "manufacturing" }, { "url": "https://vieox.com/insights/electronics/pcba-manufacturing/", "path": "/insights/electronics/pcba-manufacturing/", "title": "PCBA manufacturing: carry the released design through every operation.", "description": "Follow printed circuit board assembly from engineering release through mixed assembly, cleanliness, coating, depaneling and final equipment integration.", "markdown_url": "https://vieox.com/content/insights/electronics/pcba-manufacturing.md", "content_sha256": "602c8ff4af59b8ed7166ec5f251b030995cdfd60886f750eae03cafff520d563", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Electronics", "url": "https://vieox.com/insights/electronics/" } ], "children": [], "question": "How should a manufacturer control the complete PCBA route?", "answer": "Start with one released product configuration and define the operations, checks and authorised decisions that apply to it. Preserve material identity and work history across automated and manual stages, including cleanliness and coating where specified. Keep the board linked to its test results, repairs and eventual equipment identity instead of treating placement completion as the end of manufacture.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "IPC — J-STD-001J: Requirements for Soldered Electrical and Electronic Assemblies, public scope excerpt (2024)", "url": "https://www.ipc.org/TOC/IPC-J-STD-001J_TOC.pdf" }, { "title": "MicroCare — Cleaning and Drying Before Conformal Coating: Why It’s Important", "url": "https://www.microcare.com/en-US/Resources/Resource-Center/Tech-Articles/Cleaning-and-Drying-Before-Conformal-Coating-Why-I" } ], "sections": [ { "id": "release-one-build-configuration", "title": "Give production one build configuration" }, { "id": "map-the-complete-assembly-route", "title": "Map automated and manual assembly together" }, { "id": "treat-cleanliness-and-coating-as-processes", "title": "Make cleanliness and coating product-specific" }, { "id": "preserve-identity-through-depaneling", "title": "Preserve the board when its physical form changes" }, { "id": "test-the-integrated-configuration", "title": "Connect board testing with equipment integration" }, { "id": "close-the-manufacturing-record", "title": "Release an assembly with a usable history" } ], "series": "electronics", "sector": "manufacturing" }, { "url": "https://vieox.com/insights/electronics/surface-mount-process-control/", "path": "/insights/electronics/surface-mount-process-control/", "title": "Follow the board through printing, placement and reflow.", "description": "Connect solder paste inspection, component placement and reflow history to understand process variation in modern electronics assembly.", "markdown_url": "https://vieox.com/content/insights/electronics/surface-mount-process-control.md", "content_sha256": "5da4caf9ab94a212776d33121c0ba5ea21538d2da5a3c898f36851a51de678cc", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Electronics", "url": "https://vieox.com/insights/electronics/" } ], "children": [], "question": "How can manufacturers understand process variation across a surface-mount assembly line?", "answer": "Connect each board or panel with its approved product revision, material and equipment setup, inspection results and reflow history. Compare equivalent builds, preserve changes and interruptions, and investigate repeated patterns with process specialists. A complete history supports the investigation; it does not establish that an individual setting caused a defect or that the finished assembly meets every requirement.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "Analog Devices — SMT Assembly and PCB Design Guidelines for Leaded Packages", "url": "https://www.analog.com/en/resources/design-notes/smt-assembly-and-pcb-design-guidelines-for-leaded-packages.html" }, { "title": "Koh Young — Solder Paste Inspection Technology", "url": "https://kohyoung.com/en/solder-paste-inspection-technology/" } ], "sections": [ { "id": "define-the-board-and-route", "title": "Start with the board that actually travelled through the line" }, { "id": "understand-the-print", "title": "Treat solder paste inspection as a process observation" }, { "id": "keep-placement-context", "title": "Make the placement setup part of the story" }, { "id": "verify-the-thermal-context", "title": "Distinguish the oven recipe from the board's thermal profile" }, { "id": "follow-one-defect-pattern", "title": "Investigate a pattern across the operations" }, { "id": "close-the-process-review", "title": "Give the next action a clear owner" } ], "series": "electronics", "sector": "manufacturing" }, { "url": "https://vieox.com/insights/electronics/television-manufacturing/", "path": "/insights/electronics/television-manufacturing/", "title": "Build the television around the display it actually uses.", "description": "Explore television manufacturing through panel handling, module integration, optical inspection, firmware and final interface verification.", "markdown_url": "https://vieox.com/content/insights/electronics/television-manufacturing.md", "content_sha256": "12478cadc74c62dd479ecd9932b92d3130b04a59d0882b266ec149fe2317ae89", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Electronics", "url": "https://vieox.com/insights/electronics/" } ], "children": [], "question": "What should manufacturers control when assembling modern televisions?", "answer": "Define the display architecture and approved module combination first. Protect the panel through handling and enclosure assembly, verify board and cable integration, and assess optical quality under controlled conditions. Complete the product's interface, audio, software and release checks. Television-set assembly needs its own controls even when the display module and circuit boards arrive already tested.", "topics": [ "production", "quality" ], "sources": [ { "title": "LG — OLED Technology", "url": "https://www.lg.com/in/business/information-display/technology-solution/technology-solution-oled/" }, { "title": "Radiant Vision Systems — Display Test", "url": "https://www.radiantvisionsystems.com/applications/display-test" }, { "title": "HDMI Licensing Administrator — Authorized Test Centers", "url": "https://www.hdmi.org/adopter/atcs" } ], "sections": [ { "id": "identify-the-display-architecture", "title": "Choose the route for the actual display architecture" }, { "id": "protect-the-panel-through-assembly", "title": "Treat panel handling as a production operation" }, { "id": "integrate-the-modules", "title": "Check the connections before the enclosure hides them" }, { "id": "make-optical-inspection-comparable", "title": "Measure the picture under defined conditions" }, { "id": "verify-the-complete-television", "title": "Exercise the interfaces the customer will use" }, { "id": "investigate-after-enclosure-assembly", "title": "Follow a finding back through the assembly stages" } ], "series": "electronics", "sector": "manufacturing" }, { "url": "https://vieox.com/insights/food-and-beverage/production-changeover-context/", "path": "/insights/food-and-beverage/production-changeover-context/", "title": "Make the transition between runs easier to explain.", "description": "A practical guide to food production and changeover records: define the work, understand waiting periods and compare transitions in their proper product context.", "markdown_url": "https://vieox.com/content/insights/food-and-beverage/production-changeover-context.md", "content_sha256": "139c588db7bd8a0a34e4ed3d72d81ae53a65dfcb55d98948a4e08d2e9137943f", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What makes a food-production changeover review useful?", "answer": "Agree where the transition starts and ends, identify the products and equipment involved, and describe each relevant activity or waiting period from its supporting record. Compare transitions on a stated basis, with preparation, checks and authorised readiness kept visible.", "topics": [ "production", "operations", "quality" ], "sources": [ { "title": "FDA — Traceability Lot Code", "url": "https://www.fda.gov/food/food-safety-modernization-act-fsma/traceability-lot-code" }, { "title": "FAO and WHO — General Principles of Food Hygiene, CXC 1-1969 (2023 edition)", "url": "https://www.fao.org/4/cc6125en/cc6125en.pdf" } ], "sections": [ { "id": "agree-the-boundaries", "title": "Agree the boundaries of the transition" }, { "id": "retain-the-product-context", "title": "Retain the product context" }, { "id": "describe-the-work-without-flattening-it", "title": "Describe the work without flattening it" }, { "id": "compare-events-fairly", "title": "Compare events on an explicit basis" }, { "id": "one-total-several-activities", "title": "An example: one total, several activities" }, { "id": "make-the-next-transition-readable", "title": "Make the next transition easier to read" } ], "sector": "food-and-beverage" }, { "url": "https://vieox.com/insights/food-and-beverage/temperature-utilities-quality/", "path": "/insights/food-and-beverage/temperature-utilities-quality/", "title": "Give a temperature record the context it needs.", "description": "Explore food-production temperature and utility records with clear measurement locations, product relationships, time coverage and responsibility for quality review.", "markdown_url": "https://vieox.com/content/insights/food-and-beverage/temperature-utilities-quality.md", "content_sha256": "d93c0f2f2720877261b8ca614d52e0031c6442a6d4f40004b1ca688acc1f72ac", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What should accompany a temperature record used in a food-production review?", "answer": "State the measurement point, source, units and time coverage, then establish its relationship to the product or process under examination. Keep measurement uncertainty and missing periods visible, and use the site’s approved controls and responsible review for any quality or food-safety decision.", "topics": [ "quality", "maintenance", "data-context" ], "sources": [ { "title": "FAO and WHO — General Principles of Food Hygiene, CXC 1-1969 (2023 edition)", "url": "https://www.fao.org/4/cc6125en/cc6125en.pdf" }, { "title": "US Department of Energy — Food and Beverage Products", "url": "https://www.energy.gov/cmei/ito/food-and-beverage-products" }, { "title": "FDA — Traceability Lot Code", "url": "https://www.fda.gov/food/food-safety-modernization-act-fsma/traceability-lot-code" } ], "sections": [ { "id": "identify-what-was-measured", "title": "Identify what was actually measured" }, { "id": "establish-the-time-coverage", "title": "Establish the time coverage" }, { "id": "bring-the-utility-into-the-account", "title": "Bring the utility into the account" }, { "id": "support-the-quality-review", "title": "Support the quality review clearly" }, { "id": "a-cold-room-record-and-a-product-question", "title": "An example: a room record and a product question" }, { "id": "begin-with-one-recurrent-review", "title": "Begin with one recurrent review" } ], "sector": "food-and-beverage" }, { "url": "https://vieox.com/insights/from-condition-alert-to-maintenance-decision/", "path": "/insights/from-condition-alert-to-maintenance-decision/", "title": "From a condition alert to a decision people can explain.", "description": "Make an equipment alert useful across maintenance, operations and planning with a clear question, dependable context and a record of the decision.", "markdown_url": "https://vieox.com/content/insights/from-condition-alert-to-maintenance-decision.md", "content_sha256": "98e09857123a3598e7db72f1e4ebee9f6e6672ecb47f12df3469e674b329927b", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "How do you turn a condition alert into a useful maintenance decision?", "answer": "Give the alert a precise equipment question, verify the relevant records and bring the operating circumstances into view. Let the responsible specialists assess what the information supports. Record the decision, the remaining uncertainty, the person responsible for follow-up and when the concern should be reviewed again.", "topics": [ "maintenance", "operations" ], "sources": [ { "title": "NIST authors — A review of diagnostic and prognostic capabilities and best practices for manufacturing (2016)", "url": "https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=917304" }, { "title": "NIST authors — Comprehensive evaluations of condition monitoring-based technologies in industrial maintenance: A systematic review (2025)", "url": "https://www.nist.gov/publications/comprehensive-evaluations-condition-monitoring-based-technologies-industrial" }, { "title": "NIST — Identification of Industrial Robot Arm Work Cell Use Cases and a Test Bed to Promote Monitoring, Diagnostic, and Prognostic Technologies (2017)", "url": "https://www.nist.gov/publications/identification-industrial-robot-arm-work-cell-use-cases-and-test-bed-promote-monitoring" } ], "sections": [ { "id": "give-the-alert-a-question", "title": "Give the alert a question someone can answer" }, { "id": "build-a-record-another-shift-can-follow", "title": "Make the record understandable to the next person" }, { "id": "separate-confidence-and-priority", "title": "Discuss confidence and work priority separately" }, { "id": "bring-the-right-people-into-the-review", "title": "Use different perspectives to complete the picture" }, { "id": "carry-an-open-question-across-a-shift", "title": "An open question at shift change" }, { "id": "return-after-the-work", "title": "Close the conversation with what was learned" } ] }, { "url": "https://vieox.com/insights/industrial-ai-readiness/", "path": "/insights/industrial-ai-readiness/", "title": "How to connect factory machines to AI: start with OT data", "description": "Prepare factory machine data for AI through approved connectivity, production context, useful evaluation and clear responsibility for operating decisions.", "markdown_url": "https://vieox.com/content/insights/industrial-ai-readiness.md", "content_sha256": "e78e8cfb0c9cf6236b28873b49010a76cc0c8d731c9a55910bfdd7368d0c9a43", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "How do you connect factory machines to AI responsibly?", "answer": "Establish approved machine connectivity, preserve equipment identity, timing, units and production context, and provide the application only the information needed for a defined task. Evaluate its output against representative operating conditions and keep a reviewer responsible for its use. Reading machine data and authorising an operational action are separate decisions.", "topics": [ "industrial-ai", "data-context" ], "sources": [ { "title": "NIST — Artificial Intelligence Risk Management Framework 1.0, particularly Map and Measure", "url": "https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.100-1.pdf" }, { "title": "NIST AI RMF Playbook — Measure", "url": "https://airc.nist.gov/airmf-resources/playbook/measure/" }, { "title": "NIST AI RMF Playbook — Govern", "url": "https://airc.nist.gov/airmf-resources/playbook/govern/" }, { "title": "NIST SP 800-82 Rev. 3 — Guide to Operational Technology Security", "url": "https://csrc.nist.gov/pubs/sp/800/82/r3/final" } ], "sections": [ { "id": "define-a-useful-question", "title": "Choose a question someone owns" }, { "id": "prepare-the-data", "title": "Build the information path from machine to application" }, { "id": "evaluate-real-conditions", "title": "Evaluate against the conditions that matter" }, { "id": "make-review-practical", "title": "Make human review a real working step" }, { "id": "separate-advice-and-action", "title": "Separate an analytical suggestion from authority to act" }, { "id": "build-a-repeatable-foundation", "title": "Keep learning after the first evaluation" } ] }, { "url": "https://vieox.com/insights/industrial-cobots/application-risk-and-human-work/", "path": "/insights/industrial-cobots/application-risk-and-human-work/", "title": "Keep the complete application in the safety conversation.", "description": "Explore the context needed around cobot applications, including tools, workpieces, human tasks, changes and the boundary between visibility and protection.", "markdown_url": "https://vieox.com/content/insights/industrial-cobots/application-risk-and-human-work.md", "content_sha256": "fa6263312965be1ced26d129d9d72df19e79c297831686d74bfbfe993a19e95b", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Industrial cobots", "url": "https://vieox.com/insights/industrial-cobots/" } ], "children": [], "question": "What should OT information preserve about a cobot application’s safety context?", "answer": "Keep the identity of the assessed arrangement, relevant tasks, approved configurations and changes, along with the responsible owners and applicable review records. Make the limits of the operating view clear. Viewing or analysing a record should not grant permission to alter protection, restore motion or introduce a different task.", "topics": [ "production", "operations" ], "sources": [ { "title": "OSHA — Industrial Robot Systems and Industrial Robot System Safety", "url": "https://www.osha.gov/otm/section-4-safety-hazards/chapter-4" }, { "title": "Universal Robots — Application Risk Assessment", "url": "https://www.universal-robots.com/manuals/EN/HTML/SW5_26/Content/prod-usr-man/complianceUR10e/H_g5_sections/safety_g5/risk_assessment.htm" } ], "sections": [ { "id": "assess-the-work-not-just-the-arm", "title": "Assess the work, not just the arm" }, { "id": "keep-the-assessed-arrangement-identifiable", "title": "Keep the assessed arrangement identifiable" }, { "id": "make-change-a-visible-question", "title": "Make a change a visible question" }, { "id": "include-the-people-who-use-the-application", "title": "Include the people who use the application" }, { "id": "follow-a-change-through-review", "title": "Follow a proposed change through review" } ], "series": "industrial-cobots" }, { "url": "https://vieox.com/insights/industrial-cobots/", "path": "/insights/industrial-cobots/", "title": "Build a clearer picture of the work people and cobots share.", "description": "Explore industrial cobots through application suitability, human work, task quality, operating context and responsibility across the collaborative cell.", "markdown_url": "https://vieox.com/content/insights/industrial-cobots.md", "content_sha256": "661b9c943b91386991120e4f22ded773354bef3b6e4394cb3603b2c7e17561fa", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [ "https://vieox.com/insights/industrial-cobots/application-risk-and-human-work/", "https://vieox.com/insights/industrial-cobots/task-quality-and-performance/" ], "question": "What should a useful operational view of an industrial cobot include?", "answer": "It should show the task, the relevant part or job, the robot and tool context, the human handoff and the result the operation needs to achieve. Preserve interruptions and repeated attempts without judging a person from an unexplained count. Keep application safety and any change to the arrangement under competent responsibility.", "topics": [ "production", "operations" ], "sources": [ { "title": "NIST — Best Practices for the Integration of Collaborative Robots into Manufacturing Workcells", "url": "https://www.nist.gov/publications/best-practices-integration-collaborative-robots-workcells-within-small-and-medium-sized" }, { "title": "Universal Robots — Application Risk Assessment", "url": "https://www.universal-robots.com/manuals/EN/HTML/SW5_26/Content/prod-usr-man/complianceUR10e/H_g5_sections/safety_g5/risk_assessment.htm" } ], "sections": [ { "id": "begin-with-application-suitability", "title": "Begin with application suitability" }, { "id": "treat-safety-as-an-application-question", "title": "Treat safety as an application question" }, { "id": "understand-the-human-handoff", "title": "Understand the human handoff" }, { "id": "define-the-result-before-the-metric", "title": "Define the result before the metric" }, { "id": "review-a-repeated-handoff", "title": "A repeated handoff that deserves a closer look" }, { "id": "build-a-practical-first-evaluation", "title": "Build a practical first evaluation" } ], "series": "industrial-cobots" }, { "url": "https://vieox.com/insights/industrial-cobots/task-quality-and-performance/", "path": "/insights/industrial-cobots/task-quality-and-performance/", "title": "Measure the shared task, not just the robot’s movement.", "description": "Explore cobot task performance through useful outcomes, tool context, human handoffs, repeated attempts and quality evidence for the complete operation.", "markdown_url": "https://vieox.com/content/insights/industrial-cobots/task-quality-and-performance.md", "content_sha256": "22ecc31becbfaad12fd3b67015330fe71cf7de241cf6fabcb339f415786f8fd8", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Industrial cobots", "url": "https://vieox.com/insights/industrial-cobots/" } ], "children": [], "question": "How should cobot performance be evaluated in an operating review?", "answer": "Define the intended task result and the evidence that supports it. Keep the part or job, programme, tool and relevant human handoff visible, along with repeated attempts and interruptions. Compare equivalent work and distinguish a recorded completion from a quality decision or a conclusion about the person involved.", "topics": [ "production", "operations" ], "sources": [ { "title": "NIST — Best Practices for the Integration of Collaborative Robots into Manufacturing Workcells", "url": "https://www.nist.gov/publications/best-practices-integration-collaborative-robots-workcells-within-small-and-medium-sized" }, { "title": "NIST — Benchmarking Protocols for Evaluating Robot End-effector Performance", "url": "https://www.nist.gov/publications/benchmarking-protocols-evaluating-grasp-strength-grasp-cycle-time-finger-strength-and" } ], "sections": [ { "id": "choose-the-work-worth-evaluating", "title": "Choose the work worth evaluating" }, { "id": "include-the-tool-performance", "title": "Include the tool’s contribution" }, { "id": "connect-the-result-to-the-task", "title": "Connect the result to the task" }, { "id": "understand-retries-with-the-team", "title": "Understand retries with the team" }, { "id": "judge-the-improvement-fairly", "title": "Judge the improvement fairly" } ], "series": "industrial-cobots" }, { "url": "https://vieox.com/insights/industrial-robots/cell-performance-and-reliability/", "path": "/insights/industrial-robots/cell-performance-and-reliability/", "title": "Follow a performance change through the robot cell.", "description": "Explore robot-cell reliability through task context, positioning concerns, end-effectors, waiting, recovery and the evidence around maintenance decisions.", "markdown_url": "https://vieox.com/content/insights/industrial-robots/cell-performance-and-reliability.md", "content_sha256": "925d08e142566e7c8920c1fa37f61a0e2edd0e6844279f9848012f1d895a05d0", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Industrial robots", "url": "https://vieox.com/insights/industrial-robots/" } ], "children": [], "question": "How should a team investigate a robot-cell performance change?", "answer": "Define the affected task and compare equivalent operating periods. Examine the relevant robot, tool, fixture and supporting-equipment records, preserving maintenance or configuration changes. Distinguish the observed performance change from its proposed cause, and let the responsible specialists determine the next assessment.", "topics": [ "production", "maintenance" ], "sources": [ { "title": "NIST — Developing Measurement Science to Verify and Validate the Identification of Robot Workcell Degradation", "url": "https://www.nist.gov/publications/developing-measurement-science-verify-and-validate-identification-robot-workcell" }, { "title": "NIST — Examining Workcell Kinematic Chains to Identify Sources of Positioning Degradation", "url": "https://www.nist.gov/publications/examining-workcell-kinematic-chains-identify-sources-positioning-degradation" }, { "title": "NIST — Benchmarking Protocols for Evaluating Robot End-effector Performance", "url": "https://www.nist.gov/publications/benchmarking-protocols-evaluating-grasp-strength-grasp-cycle-time-finger-strength-and" } ], "sections": [ { "id": "define-the-change-before-the-diagnosis", "title": "Define the change before the diagnosis" }, { "id": "consider-the-positioning-chain", "title": "Consider the positioning chain" }, { "id": "include-the-end-effector", "title": "Include the end-effector’s task" }, { "id": "review-a-change-without-losing-context", "title": "Review a change without losing its context" }, { "id": "retain-what-the-team-learned", "title": "Retain what the team learned" } ], "series": "industrial-robots" }, { "url": "https://vieox.com/insights/industrial-robots/", "path": "/insights/industrial-robots/", "title": "Understand robot performance in the context of the cell.", "description": "Explore industrial robots through cell performance, end-effectors, process context, maintenance history and the information needed across the equipment lifecycle.", "markdown_url": "https://vieox.com/content/insights/industrial-robots.md", "content_sha256": "4f625e6b0ccc02e0c651a853d66fd7d29ffdcbe624b38c34845915bad5ed521d", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [ "https://vieox.com/insights/industrial-robots/cell-performance-and-reliability/", "https://vieox.com/insights/industrial-robots/integration-and-lifecycle-context/" ], "question": "What should a useful operational view of an industrial robot include?", "answer": "Include the robot and its current task, the relevant end-effector and supporting equipment, the job or part identity and the recorded conditions around the work. Keep process results and maintenance findings linked to that context. Robot activity alone cannot explain every aspect of the cell’s performance.", "topics": [ "production", "maintenance" ], "sources": [ { "title": "OSHA — Industrial Robot Systems and Industrial Robot System Safety", "url": "https://www.osha.gov/otm/section-4-safety-hazards/chapter-4" }, { "title": "NIST — Measuring and Representing the Performance of Manufacturing Assembly Robots", "url": "https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=918369" } ], "sections": [ { "id": "look-at-the-complete-application", "title": "Look at the complete application" }, { "id": "choose-a-task-based-performance-question", "title": "Choose a performance question around the task" }, { "id": "keep-productive-work-and-waiting-distinct", "title": "Keep productive work and waiting distinct" }, { "id": "connect-the-records-people-already-use", "title": "Connect the records people already use" }, { "id": "review-the-cell-before-blaming-the-arm", "title": "A robot wait that belongs to a wider question" }, { "id": "start-with-an-inspectable-cell-question", "title": "Start with a cell question people can inspect" } ], "series": "industrial-robots" }, { "url": "https://vieox.com/insights/industrial-robots/integration-and-lifecycle-context/", "path": "/insights/industrial-robots/integration-and-lifecycle-context/", "title": "Keep the operating meaning through the robot’s lifecycle.", "description": "Explore robot integration, record ownership, equipment changes and handover so operational information remains understandable beyond commissioning.", "markdown_url": "https://vieox.com/content/insights/industrial-robots/integration-and-lifecycle-context.md", "content_sha256": "afc45e601fe721e59c03ccd5284d70f1acdaa8f974e58ad9e11fb9a3882f1704", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Industrial robots", "url": "https://vieox.com/insights/industrial-robots/" } ], "children": [], "question": "What information should survive robot integration and handover?", "answer": "Preserve the identities, definitions and relationships needed to interpret the work: robot, task, tool, supporting equipment, job or part, events and results. Keep ownership of those definitions clear, along with the evidence around approved changes. The receiving team should be able to follow a record without the original integrator interpreting it.", "topics": [ "production", "maintenance" ], "sources": [ { "title": "NIST — Assessment of a Novel Position Verification Sensor to Identify and Isolate Robot Workcell Health Degradation", "url": "https://www.nist.gov/publications/assessment-novel-position-verification-sensor-identify-and-isolate-robot-workcell" }, { "title": "OPC Foundation — Machine Tools: Monitoring and Job Management Scope", "url": "https://reference.opcfoundation.org/specs/OPC-40501-1/1" } ], "sections": [ { "id": "agree-the-operating-record", "title": "Agree the operating record during integration" }, { "id": "separate-equipment-and-job-identity", "title": "Separate equipment identity from job identity" }, { "id": "record-what-a-change-affects", "title": "Record what a change affects" }, { "id": "test-the-handover-with-a-real-question", "title": "Test the handover with an operating question" }, { "id": "preserve-boundaries-for-future-use", "title": "Preserve the boundaries for future use" } ], "series": "industrial-robots" }, { "url": "https://vieox.com/insights/industrial-shift-handover/", "path": "/insights/industrial-shift-handover/", "title": "Make the next shift feel prepared", "description": "A practical approach to industrial shift handover: useful records, open questions and a conversation that helps the incoming team understand the work.", "markdown_url": "https://vieox.com/content/insights/industrial-shift-handover.md", "content_sha256": "e8e86a41a96759b12c5f047387ddaff84d6e6b850b7bee8f4d0cbeb388dda24e", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What should an industrial shift handover help the incoming team understand?", "answer": "It should explain the relevant operating situation, significant changes, outstanding questions and the agreed follow-up. The incoming team should be able to find the supporting records, clarify uncertainty and confirm its understanding with the people handing over.", "topics": [ "operations" ], "sources": [ { "title": "HSE — Shift handover", "url": "https://www.hse.gov.uk/humanfactors/topics/shift-handover.htm" }, { "title": "NIST — Using Text Visualization to aid Analysis of Machine Maintenance Logs", "url": "https://www.nist.gov/publications/using-text-visualization-aid-analysis-machine-maintenance-logs" }, { "title": "HSE — Improving Communication at Shift Handover", "url": "https://www.hse.gov.uk/humanfactors/assets/docs/shifthandover.pdf" } ], "sections": [ { "id": "prepare-for-the-incoming-team", "title": "Prepare for the person coming in" }, { "id": "write-a-useful-record", "title": "Write the part the next shift will need" }, { "id": "carry-open-questions", "title": "Carry the question and its current status together" }, { "id": "make-room-for-dialogue", "title": "Give the conversation room to work" }, { "id": "one-question-across-two-shifts", "title": "An example: one question across two shifts" }, { "id": "improve-the-next-handover", "title": "Learn from the questions that keep returning" } ] }, { "url": "https://vieox.com/insights/investigating-production-downtime/", "path": "/insights/investigating-production-downtime/", "title": "From a production stop to a supported explanation", "description": "A practical way to investigate production downtime: establish the event, examine competing explanations and keep the limits of the evidence visible.", "markdown_url": "https://vieox.com/content/insights/investigating-production-downtime.md", "content_sha256": "6bf8911c4701740a5a281d8b8530be50fb769c29ac4b8b3cbf91620f907848e3", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "How can a team investigate production downtime without jumping to a cause?", "answer": "Define the event, assemble the relevant records and keep observations separate from explanations. Check the sequence, examine reasonable alternatives and ask what evidence would support or challenge each one. Record both the conclusion and any uncertainty that remains.", "topics": [ "production", "maintenance" ], "sources": [ { "title": "HSE — Investigating accidents and incidents (HSG245)", "url": "https://www.hse.gov.uk/pubns/hsg245.pdf" }, { "title": "NIST — Scatter Plot", "url": "https://www.itl.nist.gov/div898/handbook/eda/section3/scatterp.htm" }, { "title": "NIST — Using Text Visualization to aid Analysis of Machine Maintenance Logs", "url": "https://www.nist.gov/publications/using-text-visualization-aid-analysis-machine-maintenance-logs" } ], "sections": [ { "id": "define-the-event", "title": "Give the event a precise description" }, { "id": "build-the-event-sequence", "title": "Build a sequence the records can support" }, { "id": "give-explanations-a-fair-test", "title": "Give each explanation a fair test" }, { "id": "compare-events-carefully", "title": "Check whether recurring events belong together" }, { "id": "an-interruption-with-several-clues", "title": "An example: one interruption, several clues" }, { "id": "close-the-question-with-evidence", "title": "Close the question with an explanation people can follow" } ] }, { "url": "https://vieox.com/insights/invisible-losses/", "path": "/insights/invisible-losses/", "title": "Find the losses that never become a headline.", "description": "Use industrial analytics to examine hidden production losses, micro-stops, rework, energy use and coordination delays with useful OT context.", "markdown_url": "https://vieox.com/content/insights/invisible-losses.md", "content_sha256": "dfd9cfc080b1ec539719a544d837f87ecd324be5b3f761746de5f1bec2fda40a", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [ "https://vieox.com/insights/invisible-losses/micro-stops-and-speed-loss/", "https://vieox.com/insights/invisible-losses/rework-energy-and-hidden-cost/", "https://vieox.com/insights/invisible-losses/turn-losses-into-improvement/" ], "question": "What are invisible losses in industrial operations?", "answer": "Invisible losses are costs or lost opportunities that remain difficult to see in the way an operation records and reviews its work. They can include short stops, slower cycles, repeat processing, waiting for decisions and energy used outside useful production. Their significance depends on the process, the baseline and whether the same consequence has already been counted elsewhere.", "topics": [ "production", "operations", "quality" ], "sources": [ { "title": "NIST — Methods and Tools for Performance Assurance of Smart Manufacturing Systems", "url": "https://www.nist.gov/publications/methods-and-tools-performance-assurance-smart-manufacturing-systems" } ], "sections": [ { "id": "look-beyond-the-breakdown", "title": "Begin with the shift that felt harder than it looked" }, { "id": "separate-the-loss-families", "title": "Distinguish time, material, energy and effort" }, { "id": "ask-whether-the-measure-serves-the-work", "title": "Ask what the measure is intended to support" }, { "id": "join-the-records-carefully", "title": "Bring together the records that tell the same story" }, { "id": "count-the-consequence-once", "title": "Make the total explainable" }, { "id": "choose-a-loss-worth-understanding", "title": "Turn industrial analytics into operational intelligence" } ], "series": "invisible-losses" }, { "url": "https://vieox.com/insights/invisible-losses/micro-stops-and-speed-loss/", "path": "/insights/invisible-losses/micro-stops-and-speed-loss/", "title": "When small interruptions change the whole shift.", "description": "Understand micro-stops and reduced-speed production through cycle timing, equipment states, product context and a clear boundary for counting losses.", "markdown_url": "https://vieox.com/content/insights/invisible-losses/micro-stops-and-speed-loss.md", "content_sha256": "946762c4c2dd1b10947441f258860194675190fe2ead0122360538cc0cdc3fe8", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Invisible industrial losses", "url": "https://vieox.com/insights/invisible-losses/" } ], "children": [], "question": "How can OT information help explain micro-stops and speed loss?", "answer": "Connect brief equipment events and cycle timing with the product, operating mode and downstream effect. Establish how the site defines a stop and a comparable cycle, preserve gaps in observation and check whether the local change reduced useful line output. This creates a better investigation without treating a short event as a confirmed fault.", "topics": [ "production", "operations", "quality" ], "sources": [ { "title": "NIST — A Hierarchical Structure of Key Performance Indicators for Operation Improvement in Production Systems", "url": "https://www.nist.gov/publications/hierarchical-structure-key-performance-indicators-operation-improvement-production" } ], "sections": [ { "id": "define-the-boundary", "title": "Define the event before counting it" }, { "id": "compare-like-cycles", "title": "Give cycle time its product and sequence" }, { "id": "follow-the-effect-on-the-line", "title": "A local change and a line result are different measures" }, { "id": "make-operator-context-visible", "title": "Listen to the explanation that the signal cannot provide" }, { "id": "check-the-information-gap", "title": "Make missing observation part of the result" }, { "id": "agree-a-proportionate-next-step", "title": "Take one pattern into the next operating review" } ], "series": "invisible-losses" }, { "url": "https://vieox.com/insights/invisible-losses/rework-energy-and-hidden-cost/", "path": "/insights/invisible-losses/rework-energy-and-hidden-cost/", "title": "See the extra work behind an accepted part.", "description": "Explore rework, repeat inspection, idle energy and coordination effort with traceable operating records and careful treatment of overlapping costs.", "markdown_url": "https://vieox.com/content/insights/invisible-losses/rework-energy-and-hidden-cost.md", "content_sha256": "1635d803b1ec2e23e2274c3a73d8c8423ff10c4b21464ac6bb050f3415541f34", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Invisible industrial losses", "url": "https://vieox.com/insights/invisible-losses/" } ], "children": [], "question": "Which hidden costs should an industrial loss review examine?", "answer": "Examine repeat processing, additional inspection, material loss, utility use outside the intended operating need and effort spent resolving missing information. Link each concern to its product and period, identify why the activity occurred, and distinguish the physical consequence from the accounting treatment. Required safeguards and quality checks remain requirements.", "topics": [ "production", "operations", "quality" ], "sources": [ { "title": "US Department of Energy — Minimize Compressed Air Leaks, Tip Sheet 3", "url": "https://www1.eere.energy.gov/manufacturing/tech_assistance/pdfs/compressed_air3.pdf" } ], "sections": [ { "id": "follow-the-part-through-the-second-pass", "title": "Follow the part through repeat processing" }, { "id": "separate-necessary-work-from-avoidable-work", "title": "A quality safeguard is not a loss to remove casually" }, { "id": "give-energy-use-an-operating-state", "title": "Understand what the utility was supporting" }, { "id": "use-a-verifiable-utility-example", "title": "Compressed air shows why follow-through matters" }, { "id": "make-the-cost-treatment-explicit", "title": "Keep physical losses and financial estimates connected" }, { "id": "notice-the-effort-of-reconstructing-the-story", "title": "Include the work of finding out what happened" } ], "series": "invisible-losses" }, { "url": "https://vieox.com/insights/invisible-losses/turn-losses-into-improvement/", "path": "/insights/invisible-losses/turn-losses-into-improvement/", "title": "Turn a loss finding into work people can own.", "description": "Build a credible improvement review with a defined baseline, named responsibility, comparable evidence and follow-up that distinguishes results from estimates.", "markdown_url": "https://vieox.com/content/insights/invisible-losses/turn-losses-into-improvement.md", "content_sha256": "3f108a6579d06a6795b4c96714feec62037e358e3c723a3ab289d970abf1da61", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Invisible industrial losses", "url": "https://vieox.com/insights/invisible-losses/" } ], "children": [], "question": "How should a team move from a hidden-loss finding to an improvement?", "answer": "Choose a focused question, preserve a comparable starting record and assign a person who can coordinate the required review. Agree the measure, constraints and approval path before any intervention. Afterwards, examine the result under the same definitions and record changed conditions, unintended effects and what remains uncertain.", "topics": [ "production", "operations", "quality" ], "sources": [ { "title": "NIST — A Method for Key Performance Indicator Assessment in Manufacturing Organizations", "url": "https://www.nist.gov/publications/method-key-performance-indicator-assessment-manufacturing-organizations" } ], "sections": [ { "id": "pick-a-question-with-an-owner", "title": "Choose a question someone can take forward" }, { "id": "choose-a-measure-people-understand", "title": "Make the measure useful to its stakeholders" }, { "id": "record-the-starting-position", "title": "Preserve the starting record before changing the work" }, { "id": "state-the-test-and-its-constraints", "title": "Agree what would count as a useful result" }, { "id": "review-the-whole-consequence", "title": "Look for a result that holds beyond one number" }, { "id": "leave-the-next-team-a-useful-record", "title": "Close with what was learned and what comes next" } ], "series": "invisible-losses" }, { "url": "https://vieox.com/insights/manufacturing/equipment-condition/", "path": "/insights/manufacturing/equipment-condition/", "title": "Make an equipment change easier to understand.", "description": "Explore equipment condition in manufacturing: comparable operating periods, inspection context and the evidence behind a useful maintenance discussion.", "markdown_url": "https://vieox.com/content/insights/manufacturing/equipment-condition.md", "content_sha256": "f491df5e723b9be4c96cd4eccd216a371a211347397533ead23c16248fc125bb", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What context helps a maintenance team assess a changed machine reading?", "answer": "The equipment and measurement point, operating mode, job or load, timing, recent work and a suitable comparison period. These details help the team decide what to verify next while keeping diagnosis and maintenance authority with the responsible people.", "topics": [ "maintenance", "quality", "data-context" ], "sources": [ { "title": "NIST — Measurement and Evaluation for Prognostics and Health Management for Manufacturing Operations", "url": "https://www.nist.gov/publications/measurement-and-evaluation-prognostics-and-health-management-manufacturing-operations" }, { "title": "NIST — Connecting, Deploying, and Using the Smart Manufacturing Systems Test Bed", "url": "https://www.nist.gov/publications/connecting-deploying-and-using-smart-manufacturing-systems-test-bed" } ], "sections": [ { "id": "name-the-observation", "title": "Name the observation precisely." }, { "id": "choose-a-fair-comparison", "title": "Choose a fair comparison." }, { "id": "separate-observation-and-explanation", "title": "Separate observation, explanation and prediction." }, { "id": "a-warmer-drive", "title": "A warmer drive, with several possible explanations." }, { "id": "include-the-work-history", "title": "Include the work already carried out." }, { "id": "choose-a-useful-first-scope", "title": "Choose a useful first scope." } ], "sector": "manufacturing" }, { "url": "https://vieox.com/insights/manufacturing/production-flow/", "path": "/insights/manufacturing/production-flow/", "title": "Understand the interruptions behind the production total.", "description": "Use production monitoring and manufacturing analytics to connect shift totals with jobs, machine states, interruptions and the evidence behind an explanation.", "markdown_url": "https://vieox.com/content/insights/manufacturing/production-flow.md", "content_sha256": "28fbfad3be0689c709b23e6a82e3a122fd8ffc0f09b1932f06f14c6157b07e84", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "How can a manufacturing team investigate lost production time more clearly?", "answer": "Choose a defined interruption, place it within the job and process sequence, and compare the equipment record with operator and planning context. Keep the observation distinct from its explanation, then agree the next question and who will examine it.", "topics": [ "production", "operations", "data-context" ], "sources": [ { "title": "NIST — Connecting, Deploying, and Using the Smart Manufacturing Systems Test Bed", "url": "https://www.nist.gov/publications/connecting-deploying-and-using-smart-manufacturing-systems-test-bed" }, { "title": "NIST — Digital Thread for Manufacturing", "url": "https://www.nist.gov/programs-projects/digital-thread-manufacturing" } ], "sections": [ { "id": "define-the-work", "title": "Define the work before comparing the shift." }, { "id": "read-the-sequence", "title": "Read the process as a sequence of events." }, { "id": "look-across-the-boundary", "title": "Look at the work on either side of the machine." }, { "id": "a-pause-after-changeover", "title": "A pause after changeover deserves a closer look." }, { "id": "compare-with-care", "title": "Give manufacturing analytics a fair comparison." }, { "id": "turn-review-into-follow-through", "title": "Give the review a concrete next step." } ], "sector": "manufacturing" }, { "url": "https://vieox.com/insights/oil-and-gas/rotating-equipment/", "path": "/insights/oil-and-gas/rotating-equipment/", "title": "Read the machine in the context of its duty.", "description": "A practical guide to reviewing oil and gas rotating equipment: operating duty, utility context, recent work and the questions behind a changed reading.", "markdown_url": "https://vieox.com/content/insights/oil-and-gas/rotating-equipment.md", "content_sha256": "89b2526781ce74bd7cad860ca22d00a003de65936b84547bd458a7692e147741", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What should accompany a rotating-equipment trend during a review?", "answer": "The exact equipment and measurement point, its operating duty, the relevant process or utility conditions, recording quality and recent inspection or maintenance work. These give the responsible team a clearer basis for deciding what to examine next.", "topics": [ "maintenance", "operations", "data-context" ], "sources": [ { "title": "US Department of Energy — Improving Pumping System Performance: A Sourcebook for Industry", "url": "https://www.energy.gov/sites/default/files/2014/05/f16/pump.pdf" }, { "title": "HSE — Maintenance, Inspection and Testing: Overview", "url": "https://www.hse.gov.uk/humanfactors/topics/testing.htm" } ], "sections": [ { "id": "begin-with-the-service", "title": "Begin with the service the equipment provides." }, { "id": "choose-the-recording-window", "title": "Choose a recording window that answers the question." }, { "id": "bring-maintenance-history", "title": "Bring the maintenance history into view." }, { "id": "a-recurring-temperature-question", "title": "A recurring temperature question." }, { "id": "compare-and-challenge", "title": "Give competing explanations a fair examination." }, { "id": "make-the-next-review-easier", "title": "Make the next review easier to prepare." } ], "sector": "oil-and-gas" }, { "url": "https://vieox.com/insights/oil-and-gas/shift-continuity/", "path": "/insights/oil-and-gas/shift-continuity/", "title": "Carry the operating question into the next shift.", "description": "Explore how oil and gas teams can keep operating observations, unresolved work and relevant records understandable as responsibility passes between shifts.", "markdown_url": "https://vieox.com/content/insights/oil-and-gas/shift-continuity.md", "content_sha256": "95928620d6354e6b8c947635c019299520f3d6dcd61b770b69012888bc879b7c", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What helps an unresolved operating issue remain clear across shifts?", "answer": "A precise equipment reference, the current position of the issue, links to the relevant records, a clear account of uncertainty and an identified person or team for follow-through. The record should support a conversation in which the incoming colleague can clarify what they need.", "topics": [ "operations", "maintenance", "data-context" ], "sources": [ { "title": "HSE — Safety Critical Communications: Overview", "url": "https://www.hse.gov.uk/humanfactors/topics/communications.htm" }, { "title": "HSE — Maintenance, Inspection and Testing: Overview", "url": "https://www.hse.gov.uk/humanfactors/topics/testing.htm" } ], "sections": [ { "id": "start-with-the-incoming-team", "title": "Start with what the incoming team needs to know." }, { "id": "state-the-current-position", "title": "State the current position of the issue." }, { "id": "link-the-right-evidence", "title": "Keep the supporting records within reach." }, { "id": "an-open-question-across-shifts", "title": "One equipment question across two shifts." }, { "id": "make-room-for-questions", "title": "Make room for clarification and change." }, { "id": "choose-a-clear-starting-point", "title": "Choose a handover question worth improving." } ], "sector": "oil-and-gas" }, { "url": "https://vieox.com/insights/operational-data-context/", "path": "/insights/operational-data-context/", "title": "Industrial data integration starts with operating context.", "description": "Industrial data integration needs equipment identity, timing, units and dependable context so factory teams can use the same records for different decisions.", "markdown_url": "https://vieox.com/content/insights/operational-data-context.md", "content_sha256": "c9cade973c786ee240dbe7c5cb6f6991f310ec8befd589af45e8cecfa5a75b53", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What makes operational data useful?", "answer": "Useful operational data connects a reading with the right equipment, time, unit, operating circumstances and information about its reliability. It also reaches the people who need it, within the organisation's access rules. The number alone cannot answer all of those questions.", "topics": [ "data-context", "industrial-ai" ], "sources": [ { "title": "OPC Foundation — OPC UA Part 4, DataValue: value, status and timestamps", "url": "https://reference.opcfoundation.org/specs/OPC-10000-4/7.11" }, { "title": "OPC Foundation — OPC UA Part 8, Definition of EUInformation", "url": "https://reference.opcfoundation.org/specs/OPC-10000-8/5.6.4.3" } ], "sections": [ { "id": "start-with-a-question", "title": "Start with the question on the floor" }, { "id": "identify-the-equipment", "title": "Make the equipment unambiguous" }, { "id": "understand-the-time", "title": "Know what the timestamp represents" }, { "id": "keep-the-meaning", "title": "Keep units and operating circumstances together" }, { "id": "show-the-limitations", "title": "Make the limits of the data visible" }, { "id": "bring-people-into-the-review", "title": "Give people a shared basis for discussion" } ] }, { "url": "https://vieox.com/insights/ot-governance/governing-industrial-ai/", "path": "/insights/ot-governance/governing-industrial-ai/", "title": "Give an AI finding a responsible route into the work.", "description": "Explore industrial AI governance through defined use, dependable inputs, evaluation, uncertainty, human responsibility and clear boundaries around OT actions.", "markdown_url": "https://vieox.com/content/insights/ot-governance/governing-industrial-ai.md", "content_sha256": "6d338d5bd244ee89d73c158e2c835f9f5de958877d67ca3438424f48a6626829", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "OT governance", "url": "https://vieox.com/insights/ot-governance/" } ], "children": [], "question": "What does responsible industrial AI governance need to establish?", "answer": "Define the question, intended users, permitted information and allowed use of the result. Evaluate the AI for that setting, preserve uncertainty and make specialist review possible. An inference that could lead to an OT action needs the required verification and authorisation before the action is allowed; an AI conclusion alone does not supply that permission.", "topics": [ "data-context", "industrial-ai" ], "sources": [ { "title": "NIST AI Risk Management Framework Playbook — Manage", "url": "https://airc.nist.gov/airmf-resources/playbook/manage/" } ], "sections": [ { "id": "define-the-allowed-use", "title": "Start with a bounded operating purpose" }, { "id": "evaluate-the-inputs-as-well-as-the-output", "title": "Make the information basis visible" }, { "id": "make-residual-risk-discussable", "title": "Keep remaining risk visible after evaluation" }, { "id": "separate-a-finding-from-an-action", "title": "Preserve the decision and action boundaries" }, { "id": "review-an-uncertain-result", "title": "An uncertain result should have a useful next step" }, { "id": "keep-the-use-under-review", "title": "Review the use as the operation changes" } ], "series": "ot-governance" }, { "url": "https://vieox.com/insights/ot-governance/", "path": "/insights/ot-governance/", "title": "OT data governance: make responsibility clear.", "description": "Explore OT data governance through information ownership, access, change, evidence and industrial AI, with responsibility close to operating decisions.", "markdown_url": "https://vieox.com/content/insights/ot-governance.md", "content_sha256": "78bd2ca4ba94598461a6c35836b98e2004961961bcbfa205dc93c8ce737bec2d", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [ "https://vieox.com/insights/ot-governance/ownership-access-and-change/", "https://vieox.com/insights/ot-governance/governing-industrial-ai/" ], "question": "What is OT data governance?", "answer": "OT data governance defines responsibility for industrial information: its meaning, quality, access, changes and permitted use. It sits within wider OT governance, which also addresses the technology and its operating responsibilities. Start with the records and decisions that matter to the site, then give their ownership and review a practical route.", "topics": [ "data-context", "industrial-ai" ], "sources": [ { "title": "NIST — Cybersecurity Framework 2.0 resources", "url": "https://www.nist.gov/cyberframework" } ], "sections": [ { "id": "begin-with-decisions-and-people", "title": "Begin with the decisions people are responsible for" }, { "id": "connect-to-the-existing-risk-practice", "title": "Connect information governance to established risk practice" }, { "id": "make-ownership-practical", "title": "Give each important definition an owner" }, { "id": "keep-access-close-to-the-purpose", "title": "Give people the access their work requires" }, { "id": "make-changes-and-uncertainty-visible", "title": "Preserve what changed and what remains uncertain" }, { "id": "let-the-practice-grow-with-the-work", "title": "Make governance part of the daily information journey" } ], "series": "ot-governance" }, { "url": "https://vieox.com/insights/ot-governance/ownership-access-and-change/", "path": "/insights/ot-governance/ownership-access-and-change/", "title": "Make responsibility visible when the record changes.", "description": "Define ownership, access and change responsibilities for industrial information, equipment mappings, operating definitions and cross-team reviews.", "markdown_url": "https://vieox.com/content/insights/ot-governance/ownership-access-and-change.md", "content_sha256": "fda5db23236fd3b065204307aefed6aa9cbe6894a7f97959759ada94a1d65744", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "OT governance", "url": "https://vieox.com/insights/ot-governance/" } ], "children": [], "question": "How should an OT information initiative handle ownership, access and change?", "answer": "Identify the responsible owners of sources and definitions, give users access for their approved work and keep a reviewable account of consequential changes. Record why a correction was made, where it applies and whether it affects earlier interpretations. Make the route for reporting a problem clear to ordinary users.", "topics": [ "data-context", "industrial-ai" ], "sources": [ { "title": "NIST SP 800-128 — Guide for Security-Focused Configuration Management of Information Systems", "url": "https://csrc.nist.gov/pubs/sp/800/128/upd1/final" } ], "sections": [ { "id": "assign-a-responsibility-that-can-be-used", "title": "Name the person who can resolve the question" }, { "id": "design-the-access-lifecycle", "title": "Plan how access begins, changes and ends" }, { "id": "connect-change-to-configuration-practice", "title": "Treat consequential changes as part of the operating record" }, { "id": "explain-what-a-correction-affects", "title": "A correction needs a scope and a reason" }, { "id": "keep-review-and-authorisation-distinct", "title": "A reviewable result is not permission to act" }, { "id": "check-the-practice-through-real-cases", "title": "Test the practice with a correction, a departure and a handover" } ], "series": "ot-governance" }, { "url": "https://vieox.com/insights/ot-observability/", "path": "/insights/ot-observability/", "title": "OT observability: give industrial monitoring context.", "description": "Connect industrial monitoring, equipment events and operating context so production, quality, engineering and security teams can examine the right evidence.", "markdown_url": "https://vieox.com/content/insights/ot-observability.md", "content_sha256": "86be793f63519944776886bb157c80d22253a124b9af4dcb9013a96fb75e0fda", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [ "https://vieox.com/insights/ot-observability/signals-events-and-operating-context/", "https://vieox.com/insights/ot-observability/investigation-and-observability-gaps/" ], "question": "What does OT observability mean for an industrial team?", "answer": "In this series, OT observability means the ability to investigate equipment and process behaviour through connected measurements, events and operating context. The goal is to make useful questions answerable and information gaps visible. It complements established monitoring and specialist judgement; a view of the operation does not authorise control actions.", "topics": [ "data-context", "operations" ], "sources": [ { "title": "NIST — Methods and Tools for Performance Assurance of Smart Manufacturing Systems", "url": "https://www.nist.gov/publications/methods-and-tools-performance-assurance-smart-manufacturing-systems" }, { "title": "NIST SP 800-82 Rev. 3 — Guide to Operational Technology Security, section 6.2.6.1: Logging", "url": "https://csrc.nist.gov/pubs/sp/800/82/r3/final" } ], "sections": [ { "id": "begin-with-a-question-the-dashboard-cannot-answer", "title": "Begin with the question behind the screen" }, { "id": "connect-information-with-performance", "title": "Connect information with the purpose of the operation" }, { "id": "monitor-known-conditions-and-investigate-new-questions", "title": "Keep monitoring and investigation connected" }, { "id": "include-people-in-the-record", "title": "Give human observations a useful place" }, { "id": "respect-the-other-operating-disciplines", "title": "Keep each discipline’s responsibility clear" }, { "id": "industrial-security-data-in-context", "title": "Give industrial security data its operating context" }, { "id": "evaluate-an-observability-question", "title": "Evaluate one investigation from beginning to end" } ], "series": "ot-observability" }, { "url": "https://vieox.com/insights/ot-observability/investigation-and-observability-gaps/", "path": "/insights/ot-observability/investigation-and-observability-gaps/", "title": "Find out where the operating picture breaks.", "description": "Evaluate OT observability through real investigation questions, missing records, conflicting timelines and the effort needed to reach a defensible next step.", "markdown_url": "https://vieox.com/content/insights/ot-observability/investigation-and-observability-gaps.md", "content_sha256": "bd4bfe04f5a02833d2c8f3b300f46a6fae491450a83a93c994b87a42056896f5", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "OT observability", "url": "https://vieox.com/insights/ot-observability/" } ], "children": [], "question": "How can a team identify gaps in OT observability?", "answer": "Replay a real investigation using the information available to its intended users. Record where they cannot establish equipment, time, context, information quality or responsibility. Separate an absent capability from a record that exists but is difficult to find, and prioritise the gaps that change the quality or timeliness of the decision.", "topics": [ "data-context", "operations" ], "sources": [ { "title": "NIST — Asset Condition Management: A Framework for Smart, Health-Ready Manufacturing Systems", "url": "https://www.nist.gov/publications/asset-condition-management-framework-smart-health-ready-manufacturing-systems" } ], "sections": [ { "id": "replay-a-real-question", "title": "Start with a question the team remembers" }, { "id": "describe-the-gap-precisely", "title": "Distinguish missing information from difficult access" }, { "id": "consider-the-existing-equipment", "title": "Work with the reality of the installed base" }, { "id": "test-the-alternative-explanations", "title": "Ask what would separate plausible explanations" }, { "id": "evaluate-the-effort-and-the-answer", "title": "Evaluate usefulness through the work of the reviewer" }, { "id": "create-a-focused-gap-backlog", "title": "Turn the findings into a manageable next step" } ], "series": "ot-observability" }, { "url": "https://vieox.com/insights/ot-observability/signals-events-and-operating-context/", "path": "/insights/ot-observability/signals-events-and-operating-context/", "title": "A signal becomes useful when its context travels with it.", "description": "Connect industrial signals and events with equipment identity, timing, units, operating states and quality information for a more useful OT investigation.", "markdown_url": "https://vieox.com/content/insights/ot-observability/signals-events-and-operating-context.md", "content_sha256": "cc2988d268f6f49887e4b3dcb7a6d6e598099c0b730686f9182211175feb02ce", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "OT observability", "url": "https://vieox.com/insights/ot-observability/" } ], "children": [], "question": "What context should accompany industrial signals and events?", "answer": "Preserve the equipment identity, meaning, unit, time reference, information quality and operating scope that a reviewer needs to interpret the item. Add relevant product, recipe, maintenance or inspection context when it is available and authorised. Keep the original observation distinguishable from any later explanation or calculated result.", "topics": [ "data-context", "operations" ], "sources": [ { "title": "NIST — Recommendations for Collecting, Curating, and Re-Using Manufacturing Data", "url": "https://www.nist.gov/publications/recommendations-collecting-curating-and-re-using-manufacturing-data" } ], "sections": [ { "id": "make-equipment-identity-unambiguous", "title": "Use an identity people can follow across records" }, { "id": "keep-time-and-order-explainable", "title": "Explain when the event happened and when it became available" }, { "id": "curate-for-the-next-use", "title": "Prepare information for re-use" }, { "id": "separate-the-kinds-of-information", "title": "Keep measurements, events and explanations distinct" }, { "id": "connect-the-production-story", "title": "Attach the work that was taking place" }, { "id": "make-context-maintainable", "title": "Make context a shared responsibility" } ], "series": "ot-observability" }, { "url": "https://vieox.com/insights/pharmaceuticals/batch-process-context/", "path": "/insights/pharmaceuticals/batch-process-context/", "title": "Connect the batch with the conditions around it.", "description": "A practical guide to relating pharmaceutical batch questions to process stages, equipment history and supporting records without losing the meaning of the evidence.", "markdown_url": "https://vieox.com/content/insights/pharmaceuticals/batch-process-context.md", "content_sha256": "4e92eaeb3edc0712801b86decf99330d4c173b6d200845d8ab56a677273ac779", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "How can operating records support a pharmaceutical batch enquiry?", "answer": "Define the batch and process stage, establish the relevant equipment and material period, and examine the records in that context. Retain the source and meaning of each item, distinguish observations from explanations, and use the site’s established review responsibilities.", "topics": [ "quality", "production", "data-context" ], "sources": [ { "title": "FDA — PAT: A Framework for Innovative Pharmaceutical Development, Manufacturing, and Quality Assurance", "url": "https://www.fda.gov/media/71012/download" }, { "title": "FDA — Data Integrity and Compliance With Drug CGMP: Questions and Answers", "url": "https://www.fda.gov/media/119267/download" }, { "title": "FDA — Process Validation: General Principles and Practices", "url": "https://www.fda.gov/files/drugs/published/Process-Validation--General-Principles-and-Practices.pdf" } ], "sections": [ { "id": "define-the-batch-question", "title": "Define the question precisely" }, { "id": "establish-the-material-and-time-scope", "title": "Establish the material and time scope" }, { "id": "preserve-the-records-meaning", "title": "Preserve the meaning of each record" }, { "id": "compare-with-purpose", "title": "Compare with a stated purpose" }, { "id": "one-batch-two-time-references", "title": "An example: one batch, two time references" }, { "id": "make-the-review-repeatable", "title": "Make the next review easier to follow" } ], "sector": "pharmaceuticals" }, { "url": "https://vieox.com/insights/pharmaceuticals/utilities-equipment-condition/", "path": "/insights/pharmaceuticals/utilities-equipment-condition/", "title": "Bring the supporting systems into the picture.", "description": "Explore the equipment, utility paths and measurement context behind pharmaceutical operations, from a service observation to a focused engineering and quality review.", "markdown_url": "https://vieox.com/content/insights/pharmaceuticals/utilities-equipment-condition.md", "content_sha256": "706651e259861062898b5b4b68441f81a23433d0d0b7d4a1ed4231cd34b288dc", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What context helps teams review a pharmaceutical utility or equipment change?", "answer": "Identify the service and equipment, the point of measurement, the relevant operating period and the process relationship being examined. Include the source record, recent work and known uncertainty, then let the responsible disciplines determine the significance and next action.", "topics": [ "maintenance", "quality", "data-context" ], "sources": [ { "title": "WHO — Good manufacturing practices: water for pharmaceutical use, TRS 1033 Annex 3", "url": "https://cdn.who.int/media/docs/default-source/medicines/norms-and-standards/guidelines/inspections/trs1033-annex3-gmp-water-for-pharmaceuticals-use.pdf" }, { "title": "FDA — Data Integrity and Compliance With Drug CGMP: Questions and Answers", "url": "https://www.fda.gov/media/119267/download" } ], "sections": [ { "id": "name-the-service-and-its-use", "title": "Name the service and its use" }, { "id": "describe-what-the-instrument-observed", "title": "Describe what the instrument observed" }, { "id": "relate-the-period-to-the-process", "title": "Relate the period to the process" }, { "id": "bring-in-the-work-history", "title": "Bring in the work history" }, { "id": "a-shared-service-and-an-open-question", "title": "An example: a shared service and an open question" }, { "id": "start-with-a-repeated-information-gap", "title": "Start with a repeated information gap" } ], "sector": "pharmaceuticals" }, { "url": "https://vieox.com/insights/poka-yoke/error-proofing-and-interlocks/", "path": "/insights/poka-yoke/error-proofing-and-interlocks/", "title": "Give every check a clear purpose and boundary.", "description": "Understand prevention, detection, quality interlocks and safety functions, with operational records that explain what a check confirms and what happens next.", "markdown_url": "https://vieox.com/content/insights/poka-yoke/error-proofing-and-interlocks.md", "content_sha256": "57a727af1726461f7fc3fa3ce6a2598388f3b0212b89f7b1bdafdf93cf6c571a", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Poka-yoke", "url": "https://vieox.com/insights/poka-yoke/" } ], "children": [], "question": "How should error-proofing and interlocks be described in an OT view?", "answer": "Name the function, the condition it evaluates, the work it covers and the meaning of its result. Make the responsible response easy to find. Keep quality and process checks distinguishable from safety functions, and do not use a shared indicator as evidence that their engineering responsibilities are interchangeable.", "topics": [ "quality", "production" ], "sources": [ { "title": "ASQ — What is Poka-Yoke? Mistake and Error Proofing", "url": "https://asq.org/quality-resources/mistake-proofing" }, { "title": "HSE — Introduction to machinery safety", "url": "https://www.hse.gov.uk/work-equipment-machinery/introduction.htm" } ], "sections": [ { "id": "separate-prevention-and-detection", "title": "Separate prevention and detection" }, { "id": "do-not-collapse-safety-into-quality", "title": "Do not collapse safety into quality" }, { "id": "make-the-result-specific", "title": "Make the result specific enough to use" }, { "id": "review-a-confusing-indication", "title": "When a shared indication creates confusion" }, { "id": "keep-the-function-and-record-aligned", "title": "Keep the function and its record aligned" } ], "series": "poka-yoke" }, { "url": "https://vieox.com/insights/poka-yoke/", "path": "/insights/poka-yoke/", "title": "Make error-proofing understandable, testable and trusted.", "description": "Explore poka-yoke through error prevention, clear detection, verification history and responsible handling of exceptions across industrial operations.", "markdown_url": "https://vieox.com/content/insights/poka-yoke.md", "content_sha256": "320a8284fa2e7c98f86e577a0a8b85c01d37e21f6e98bbadbb2b601ce9de5e32", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [ "https://vieox.com/insights/poka-yoke/error-proofing-and-interlocks/", "https://vieox.com/insights/poka-yoke/verification-and-bypass-history/" ], "question": "What can operational information add to poka-yoke?", "answer": "It can preserve the context of an error-proofing check: the task, requirement, device or method, relevant result and response. A clear history helps teams examine recurring exceptions, follow verification and identify where the work itself should improve, without turning a detection count into a judgement about an individual.", "topics": [ "quality", "production" ], "sources": [ { "title": "ASQ — What is Poka-Yoke? Mistake and Error Proofing", "url": "https://asq.org/quality-resources/mistake-proofing" }, { "title": "HSE — Introduction to machinery safety", "url": "https://www.hse.gov.uk/work-equipment-machinery/introduction.htm" } ], "sections": [ { "id": "start-with-the-error-to-prevent", "title": "Start with the error the work should prevent" }, { "id": "describe-the-task-from-the-persons-view", "title": "Describe the task from the person’s point of view" }, { "id": "respect-the-safety-boundary", "title": "Respect the difference between quality checks and safeguards" }, { "id": "follow-the-check-through-the-work", "title": "Follow the check through the work" }, { "id": "learn-from-a-recurring-exception", "title": "Learn from a recurring exception" }, { "id": "make-improvement-visible", "title": "Make the improvement visible" } ], "series": "poka-yoke" }, { "url": "https://vieox.com/insights/poka-yoke/verification-and-bypass-history/", "path": "/insights/poka-yoke/verification-and-bypass-history/", "title": "Keep the history behind a trusted check.", "description": "Explore poka-yoke verification, unavailable checks and authorised exception history, with clear ownership and evidence of restoration.", "markdown_url": "https://vieox.com/content/insights/poka-yoke/verification-and-bypass-history.md", "content_sha256": "7226353e0a3c8639a57bc5e8f1f743626c24ecb8339826238e0dfd2bcd434e85", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Poka-yoke", "url": "https://vieox.com/insights/poka-yoke/" } ], "children": [], "question": "What should the history of an error-proofing check contain?", "answer": "Keep its identity and intended function, the relevant verification record, the work or period affected by an exception, the responsible authorisation and evidence of restoration. Record the reason and limits of any conclusion. A passing production count cannot show that an unavailable check was functioning.", "topics": [ "quality", "production" ], "sources": [ { "title": "ASQ — What is Poka-Yoke? Mistake and Error Proofing", "url": "https://asq.org/quality-resources/mistake-proofing" }, { "title": "HSE — Maintenance of work equipment", "url": "https://www.hse.gov.uk/work-equipment-machinery/maintenance.htm" } ], "sections": [ { "id": "verify-the-intended-function", "title": "Verify the intended function" }, { "id": "keep-maintenance-records-useful", "title": "Keep maintenance records useful" }, { "id": "make-exceptions-visible-without-normalising-them", "title": "Make exceptions visible without normalising them" }, { "id": "review-the-return-to-normal", "title": "What establishes the return to normal?" }, { "id": "use-the-history-to-improve-the-work", "title": "Use the history to improve the work" } ], "series": "poka-yoke" }, { "url": "https://vieox.com/insights/power/generation-equipment/", "path": "/insights/power/generation-equipment/", "title": "Understand the unit and the systems around it.", "description": "A guide to reviewing generation equipment and auxiliary systems through operating state, comparable periods, maintenance findings and clear responsibilities.", "markdown_url": "https://vieox.com/content/insights/power/generation-equipment.md", "content_sha256": "ae25068f279eac9f063915a273f4e036b47692209014a70f9c59c3a3b877da71", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "How should a generation-equipment review be framed?", "answer": "Begin with the equipment and operating state, then bring in the measurements, supporting-system conditions and recent work relevant to the question. Compare suitable periods and keep the information needed for an engineering assessment distinct from the decision itself.", "topics": [ "maintenance", "operations", "data-context" ], "sources": [ { "title": "US EIA — How Electricity Is Generated", "url": "https://www.eia.gov/energyexplained/electricity/how-electricity-is-generated.php" }, { "title": "US Bureau of Reclamation — Maintenance of Auxiliary Mechanical Equipment", "url": "https://www.usbr.gov/power/data/fist/FIST_2-6_(01-2026).pdf" } ], "sections": [ { "id": "choose-the-unit-question", "title": "Choose the unit question before choosing the display." }, { "id": "establish-the-operating-state", "title": "Establish the operating state and period." }, { "id": "include-supporting-services", "title": "Include the supporting service when it is relevant." }, { "id": "an-auxiliary-system-question", "title": "An interruption that needs a clearer account." }, { "id": "bring-the-work-history", "title": "Bring findings and work history into the review." }, { "id": "make-the-assessment-reviewable", "title": "Make the assessment easy to revisit." } ], "sector": "power" }, { "url": "https://vieox.com/insights/power/transmission-assets/", "path": "/insights/power/transmission-assets/", "title": "Give the event a clear place, time and asset.", "description": "Explore transmission-asset information through equipment identity, timing, event sequence, maintenance context and the questions behind a useful review.", "markdown_url": "https://vieox.com/content/insights/power/transmission-assets.md", "content_sha256": "1abb7ca1c2440cbaa70bb38b1ee4cd7828fdb40e5230b2314015849891fe0a7b", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What information helps a team review a transmission-asset event?", "answer": "An unambiguous asset reference, the event and measurement time sources, the available sequence, relevant equipment condition and work history, and a clear account of gaps. These help specialists distinguish the record from the interpretation placed on it.", "topics": [ "maintenance", "operations", "data-context" ], "sources": [ { "title": "US Department of Energy — Electric Grids", "url": "https://www.energy.gov/topics/electric-grids" }, { "title": "NIST — Measurement Tools for Substation Equipment: Time Transfer and Communication", "url": "https://www.nist.gov/publications/measurement-tools-substation-equipment-testing-interoperability-protocols-time-transfer" } ], "sections": [ { "id": "identify-the-asset", "title": "Identify the asset before assembling the event." }, { "id": "establish-the-time-basis", "title": "Establish the time basis of each record." }, { "id": "reconstruct-without-overclaiming", "title": "Reconstruct the sequence without overclaiming it." }, { "id": "two-records-one-question", "title": "Two records, one timing question." }, { "id": "add-the-asset-history", "title": "Add the asset history that matters to this question." }, { "id": "close-with-a-review-question", "title": "Close with a review question that has an owner." } ], "sector": "power" }, { "url": "https://vieox.com/insights/robotic-welding/arc-welding/", "path": "/insights/robotic-welding/arc-welding/", "title": "Give robotic arc welding a traceable operating story.", "description": "Connect robotic arc welding records with joint identity, programme changes, consumables, interruptions and inspection without confusing a cycle with acceptance.", "markdown_url": "https://vieox.com/content/insights/robotic-welding/arc-welding.md", "content_sha256": "44c32112b74217f9be4932288f51f532f3c13cd2bf4d7b8a4b80c2575e7b11b8", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Robotic welding", "url": "https://vieox.com/insights/robotic-welding/" } ], "children": [], "question": "Which information makes a robotic arc-welding review more useful?", "answer": "Begin with the part and joint, identify the joining process and programme revision, and preserve the sequence of welding attempts and interruptions. Connect the available process observations with consumable or maintenance records and the relevant inspection. Ask a qualified welding specialist to interpret the relationship.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "TWI — What is Arc Welding?", "url": "https://www.twi-global.com/technical-knowledge/faqs/what-is-arc-welding" }, { "title": "TWI — What is Gas Metal Arc Welding?", "url": "https://www.twi-global.com/technical-knowledge/faqs/faq-what-is-mig-mag-welding" } ], "sections": [ { "id": "name-the-arc-process", "title": "Name the arc process clearly" }, { "id": "keep-the-equipment-context", "title": "Keep the equipment context close" }, { "id": "separate-attempts-and-interruptions", "title": "Separate attempts, interruptions and completed work" }, { "id": "review-a-repeat-concern", "title": "A recurring concern after a changeover" }, { "id": "make-the-review-actionable", "title": "Make the review useful beyond one shift" } ], "series": "robotic-welding" }, { "url": "https://vieox.com/insights/robotic-welding/friction-stir-welding/", "path": "/insights/robotic-welding/friction-stir-welding/", "title": "Understand friction stir welding through the whole joint.", "description": "Explore friction stir welding with tool and fixture identity, operating context, robotic-system considerations, joint traceability and quality review.", "markdown_url": "https://vieox.com/content/insights/robotic-welding/friction-stir-welding.md", "content_sha256": "0efb0c1127c4428faac0e5cd212bb729f714fa4d0b17a3caed5d96182df66e91", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Robotic welding", "url": "https://vieox.com/insights/robotic-welding/" } ], "children": [], "question": "How can OT information support a friction stir-welding review?", "answer": "It can connect the joint and workpiece with the relevant tool, fixture, programme, operation history and examination result. For robotic installations, it should also preserve the equipment context needed to interpret the work. The aim is a traceable engineering discussion, with process observations and acceptance kept distinct.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "TWI — What is Friction Stir Welding?", "url": "https://www.twi-global.com/technical-knowledge/faqs/faq-what-is-friction-stir-welding" }, { "title": "TWI — Robotic Friction Stir Welding", "url": "https://www.twi-global.com/what-we-do/research-and-technology/technologies/welding-joining-and-cutting/friction-welding/friction-stir-welding/techniques/robotic-friction-stir-welding" }, { "title": "TWI — Development of a low cost Friction Stir Welding Monitoring System", "url": "https://www.twi-global.com/technical-knowledge/published-papers/development-of-a-low-cost-friction-stir-welding-monitoring-system" } ], "sections": [ { "id": "recognise-the-solid-state-process", "title": "Recognise the solid-state joining process" }, { "id": "include-the-robot-and-fixture", "title": "Include the robot and supporting arrangement" }, { "id": "give-the-tool-history-a-place", "title": "Give tool and operation history a place" }, { "id": "follow-the-specific-joint", "title": "Follow the specific joint through its record" }, { "id": "make-the-review-repeatable", "title": "Make the next review easier to complete" } ], "series": "robotic-welding" }, { "url": "https://vieox.com/insights/robotic-welding/", "path": "/insights/robotic-welding/", "title": "Understand the work behind every robotic weld.", "description": "Explore robotic welding through process identity, weld traceability, equipment condition and quality context, from arc and resistance welding to laser and friction stir.", "markdown_url": "https://vieox.com/content/insights/robotic-welding.md", "content_sha256": "2e18c973bd107a5c87cdcf64edffd00b2cea662519644f862069365590477e02", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [ "https://vieox.com/insights/robotic-welding/arc-welding/", "https://vieox.com/insights/robotic-welding/spot-welding/", "https://vieox.com/insights/robotic-welding/projection-welding/", "https://vieox.com/insights/robotic-welding/laser-welding/", "https://vieox.com/insights/robotic-welding/plasma-welding/", "https://vieox.com/insights/robotic-welding/friction-stir-welding/" ], "question": "What can OT visibility add to a robotic welding operation?", "answer": "It can help teams follow the work from a particular part and joint to the relevant cycle, equipment state and inspection record. The value comes from an understandable connection between those records, with the joining method and the limits of each measurement kept clear. A completed robot programme is one event in that story.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "TWI — What is Arc Welding?", "url": "https://www.twi-global.com/technical-knowledge/faqs/what-is-arc-welding" }, { "title": "TWI — What is Resistance Welding?", "url": "https://www.twi-global.com/technical-knowledge/faqs/what-is-resistance-welding" }, { "title": "TWI — What is Friction Stir Welding?", "url": "https://www.twi-global.com/technical-knowledge/faqs/faq-what-is-friction-stir-welding" }, { "title": "NIST — Developing a Hierarchical Decomposition Methodology to Increase Manufacturing Process and Equipment Health Awareness", "url": "https://www.nist.gov/publications/developing-hierarchical-decomposition-methodology-increase-manufacturing-process-and" } ], "sections": [ { "id": "begin-with-the-joining-method", "title": "Begin with the joining method" }, { "id": "six-routes-into-the-cell", "title": "Six routes into the welding cell" }, { "id": "follow-the-joint-through-the-work", "title": "Follow the joint through the work" }, { "id": "look-beyond-the-arm", "title": "Look beyond the robot arm" }, { "id": "compare-the-right-periods", "title": "Make the comparison fair" }, { "id": "make-a-useful-first-step", "title": "Make the first step useful to the people doing the work" } ], "series": "robotic-welding" }, { "url": "https://vieox.com/insights/robotic-welding/laser-welding/", "path": "/insights/robotic-welding/laser-welding/", "title": "Connect laser-welding signals with the joint they describe.", "description": "Explore robotic laser welding through joint identity, equipment context, process-monitoring limits and the evidence needed for quality review.", "markdown_url": "https://vieox.com/content/insights/robotic-welding/laser-welding.md", "content_sha256": "9be39626a1cf2c7317d3730753a298c075ddc03e432c66ee62cdd85610be0f5d", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Robotic welding", "url": "https://vieox.com/insights/robotic-welding/" } ], "children": [], "question": "What makes laser-welding monitoring useful to production and quality?", "answer": "It needs a reliable connection to the part, joint, programme and relevant equipment history, with the meaning and limits of each observation explained. Process-monitoring output should support a defined review and remain distinguishable from the examination or acceptance record for the joint.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "TWI — Laser Welding", "url": "https://www.twi-global.com/what-we-do/research-and-technology/technologies/welding-joining-and-cutting/lasers/laser-welding" }, { "title": "TWI — In-process weld monitoring systems for laser welding", "url": "https://www.twi-global.com/technical-knowledge/faqs/faq-what-in-process-weld-monitoring-systems-are-available-for-laser-welding" } ], "sections": [ { "id": "identify-the-laser-process", "title": "Identify the actual laser-welding process" }, { "id": "understand-what-the-monitor-measures", "title": "Understand what a monitor actually measures" }, { "id": "make-the-record-searchable", "title": "Make the joint history easy to retrieve" }, { "id": "investigate-the-disagreement", "title": "When monitoring and inspection disagree" }, { "id": "judge-the-information-outcome", "title": "Judge the information outcome before expanding" } ], "series": "robotic-welding" }, { "url": "https://vieox.com/insights/robotic-welding/plasma-welding/", "path": "/insights/robotic-welding/plasma-welding/", "title": "Keep plasma-welding context as precise as the process.", "description": "Explore plasma arc welding with clear process identity, equipment history, sequence visibility and quality records that remain tied to the relevant joint.", "markdown_url": "https://vieox.com/content/insights/robotic-welding/plasma-welding.md", "content_sha256": "0201c94f92b0a6a17537c7a53104587c0ff03171c12cd59838c55c30d802f607", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Robotic welding", "url": "https://vieox.com/insights/robotic-welding/" } ], "children": [], "question": "What context belongs around a plasma arc-welding observation?", "answer": "Identify the joining process, equipment, joint, approved programme or setup and the relevant operation period. Keep the available equipment observations and maintenance history connected to that work. Relate them to the quality question without assuming that a stable-looking signal establishes weld acceptance.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "TWI — What is Plasma Welding?", "url": "https://www.twi-global.com/technical-knowledge/faqs/faq-what-is-plasma-welding" }, { "title": "TWI — Equipment for Plasma Welding", "url": "https://www.twi-global.com/technical-knowledge/job-knowledge/equipment-for-plasma-welding-018" } ], "sections": [ { "id": "keep-welding-and-cutting-distinct", "title": "Keep plasma welding and plasma cutting distinct" }, { "id": "preserve-the-equipment-arrangement", "title": "Preserve the equipment arrangement" }, { "id": "give-the-sequence-a-clear-meaning", "title": "Give the sequence a clear meaning" }, { "id": "make-a-service-review-more-useful", "title": "A question after recorded torch service" }, { "id": "build-around-a-specific-question", "title": "Build around a question the team already has" } ], "series": "robotic-welding" }, { "url": "https://vieox.com/insights/robotic-welding/projection-welding/", "path": "/insights/robotic-welding/projection-welding/", "title": "Give projection welding a clearer production record.", "description": "Understand projection-welding visibility through component identity, joining sequence, tooling history, process observations and quality evidence.", "markdown_url": "https://vieox.com/content/insights/robotic-welding/projection-welding.md", "content_sha256": "f8ca1ec71f217701a744db25ba551e75e7008e39c7e608b87721bca5c267b88c", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Robotic welding", "url": "https://vieox.com/insights/robotic-welding/" } ], "children": [], "question": "What should be visible when a projection-welding concern is investigated?", "answer": "Identify the component and joint, the applicable setup, the recorded operation and the relevant tooling history. Keep the process observation connected to the examination or test that informs acceptance. The resulting record should help a specialist establish what happened without treating a machine-complete signal as proof of joint performance.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "TWI — What is Resistance Welding?", "url": "https://www.twi-global.com/technical-knowledge/faqs/what-is-resistance-welding" }, { "title": "TWI — What projection profile suits projection welding?", "url": "https://www.twi-global.com/technical-knowledge/faqs/faq-what-projection-profile-suits-projection-welding" } ], "sections": [ { "id": "distinguish-projection-from-spot", "title": "Distinguish projection welding from spot welding" }, { "id": "recognise-the-component-geometry", "title": "Recognise the component’s role" }, { "id": "trace-feeding-and-joining", "title": "Trace feeding, positioning and joining separately" }, { "id": "avoid-a-false-comparison", "title": "When two production periods are not equivalent" }, { "id": "connect-the-follow-up", "title": "Connect follow-up to the original concern" } ], "series": "robotic-welding" }, { "url": "https://vieox.com/insights/robotic-welding/spot-welding/", "path": "/insights/robotic-welding/spot-welding/", "title": "See the sequence behind each resistance spot weld.", "description": "Explore resistance spot welding with part and weld identity, electrode history, repeated attempts, process records and the evidence behind quality decisions.", "markdown_url": "https://vieox.com/content/insights/robotic-welding/spot-welding.md", "content_sha256": "0833ab30f70c90cc781ae7f1e56decde3204f1c4da30b90888f43420823206d4", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Robotic welding", "url": "https://vieox.com/insights/robotic-welding/" } ], "children": [], "question": "How can operational information help a resistance spot-welding team?", "answer": "It can help relate an identified spot-weld operation to the assembly, schedule, gun, recorded attempt and relevant electrode work. Linking that record to the appropriate inspection allows the team to investigate a specific concern without assuming that a completed squeeze-and-weld sequence establishes joint acceptance.", "topics": [ "production", "quality", "data-context" ], "sources": [ { "title": "TWI — What is Spot Welding?", "url": "https://www.twi-global.com/technical-knowledge/faqs/what-is-spot-welding" }, { "title": "TWI — What electrode material should I use for resistance spot welding?", "url": "https://www.twi-global.com/technical-knowledge/faqs/faq-what-electrode-material-should-i-use-for-resistance-spot-welding" } ], "sections": [ { "id": "recognise-the-process", "title": "Recognise the resistance-welding process" }, { "id": "identify-the-gun-and-electrodes", "title": "Identify the gun and electrode history" }, { "id": "make-weld-counts-understandable", "title": "Make weld counts understandable" }, { "id": "join-process-and-inspection", "title": "Bring inspection back to the relevant operation" }, { "id": "choose-a-useful-evaluation", "title": "Choose an evaluation people can inspect" } ], "series": "robotic-welding" }, { "url": "https://vieox.com/insights/shipping-and-ports/port-equipment-operational-flow/", "path": "/insights/shipping-and-ports/port-equipment-operational-flow/", "title": "Understand the pause in the handling sequence.", "description": "Explore cargo-handling equipment records, waiting periods and cross-team context to give port and terminal interruptions a clearer explanation.", "markdown_url": "https://vieox.com/content/insights/shipping-and-ports/port-equipment-operational-flow.md", "content_sha256": "f269f9446caae9198f1fe92e70919337b81f4c7706489499430e5cb2e5b85d2f", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "How can a terminal distinguish an equipment interruption from a wider delay?", "answer": "Describe the handling task and its expected sequence, then relate equipment activity to the relevant cargo movement, waiting periods and operational notes. Use agreed event boundaries and keep uncertain explanations open until the responsible teams can examine them.", "topics": [ "production", "operations", "maintenance" ], "sources": [ { "title": "US EPA — Cargo Handling Equipment Best Practices to Improve Air Quality", "url": "https://www.epa.gov/ports-initiative/cargo-handling-equipment-che-best-practices-improve-air-quality" }, { "title": "US EPA — Ports Primer: Port Operations", "url": "https://www.epa.gov/ports-initiative/ports-primer-31-port-operations" } ], "sections": [ { "id": "start-with-the-handling-task", "title": "Start with the handling task" }, { "id": "join-the-neighbouring-records", "title": "Join the neighbouring records carefully" }, { "id": "give-waiting-a-clear-meaning", "title": "Give waiting a clear meaning" }, { "id": "separate-condition-from-availability", "title": "Separate equipment condition from availability" }, { "id": "a-pause-with-several-accounts", "title": "An example: a crane pause with several accounts" }, { "id": "make-the-next-review-easier", "title": "Make the next review easier to prepare" } ], "sector": "shipping-and-ports" }, { "url": "https://vieox.com/insights/shipping-and-ports/ship-machinery-maintenance-context/", "path": "/insights/shipping-and-ports/ship-machinery-maintenance-context/", "title": "Give a machinery observation its operating context.", "description": "A practical guide to reviewing ship machinery readings, operating periods and maintenance history, with clear questions for engineering and shore teams.", "markdown_url": "https://vieox.com/content/insights/shipping-and-ports/ship-machinery-maintenance-context.md", "content_sha256": "086e4f849e0aad4c8c39d2b468bbdc17b1e9b9e52452ef54594a6d6dfb21b539", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What should accompany a ship machinery reading in a maintenance review?", "answer": "Include the identified machine and measurement point, observation time, relevant operating condition, source and any recent work that may matter. Compare it with an appropriate period and keep the engineering conclusion separate from the recorded value.", "topics": [ "maintenance", "data-context", "operations" ], "sources": [ { "title": "IMO — Guidelines on maritime cyber risk management, MSC-FAL.1/Circ.3/Rev.3", "url": "https://wwwcdn.imo.org/localresources/en/OurWork/Security/Documents/MSC-FAL.1-Circ.3-Rev.3.pdf" }, { "title": "IMO GreenVoyage2050 — Engine performance optimization", "url": "https://greenvoyage2050.imo.org/technology/engine-performance-optimization-automatic/" } ], "sections": [ { "id": "describe-the-observation", "title": "Describe the observation before naming the cause" }, { "id": "choose-comparable-operation", "title": "Choose a useful operating comparison" }, { "id": "connect-the-work-history", "title": "Connect the observation with the work history" }, { "id": "carry-the-question-ashore", "title": "Carry the question from the watch to shore" }, { "id": "two-periods-one-question", "title": "An example: one pump, two operating periods" }, { "id": "define-a-useful-first-result", "title": "Define a useful first result" } ], "sector": "shipping-and-ports" }, { "url": "https://vieox.com/insights/six-sigma-quality/dmaic-with-operating-context/", "path": "/insights/six-sigma-quality/dmaic-with-operating-context/", "title": "Carry the evidence through every stage of DMAIC.", "description": "Connect Define, Measure, Analyze, Improve and Control with production context, trustworthy measurements and a clear record of the improvement decision.", "markdown_url": "https://vieox.com/content/insights/six-sigma-quality/dmaic-with-operating-context.md", "content_sha256": "adefd66cdb00dbcd835b0c605fb1e4581874a382d5eedd5bf932b68a4cebe3c0", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Six Sigma quality control", "url": "https://vieox.com/insights/six-sigma-quality/" } ], "children": [], "question": "What does operating context contribute to DMAIC?", "answer": "It helps the team define the affected work, prepare comparable measurements, test explanations and retain the evidence around an approved improvement. The same context supports the later review of whether the improvement continues to serve its intended purpose. Keep the problem owner and the statistical interpretation visible throughout.", "topics": [ "quality", "data-context" ], "sources": [ { "title": "ASQ — DMAIC: Define, Measure, Analyze, Improve, Control", "url": "https://asq.org/quality-resources/dmaic" }, { "title": "NIST — Gauge R and R Studies", "url": "https://www.itl.nist.gov/div898/handbook/mpc/section4/mpc4.htm" } ], "sections": [ { "id": "use-the-five-stages-with-a-purpose", "title": "Use the five stages with a purpose" }, { "id": "define-and-measure-the-right-work", "title": "Define and measure the right work" }, { "id": "analyze-with-alternative-explanations", "title": "Analyze with alternative explanations in view" }, { "id": "improve-with-an-inspectable-record", "title": "Improve with an inspectable record" }, { "id": "control-the-learning-as-well-as-the-metric", "title": "Keep the learning with the ongoing review" } ], "series": "six-sigma-quality" }, { "url": "https://vieox.com/insights/six-sigma-quality/", "path": "/insights/six-sigma-quality/", "title": "Give Six Sigma a dependable operating foundation.", "description": "Explore Six Sigma quality control through measurement, process variation, operating context and a practical DMAIC approach to industrial improvement.", "markdown_url": "https://vieox.com/content/insights/six-sigma-quality.md", "content_sha256": "4b3e4491c76b26054e32bee5baa2f35651b6a68470fd5c5b41954b726a073d5a", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [ "https://vieox.com/insights/six-sigma-quality/measurement-and-process-variation/", "https://vieox.com/insights/six-sigma-quality/dmaic-with-operating-context/" ], "question": "How can OT information support Six Sigma quality improvement?", "answer": "It can connect the selected quality characteristic with a defined product, process, period and measurement method. That context helps the team choose a meaningful comparison, investigate variation and preserve the evidence behind an improvement. Statistical interpretation and the choice of method remain responsibilities for qualified practitioners.", "topics": [ "quality", "data-context" ], "sources": [ { "title": "ASQ — Six Sigma", "url": "https://asq.org/quality-resources/six-sigma" }, { "title": "NIST — What is Process Capability?", "url": "https://www.itl.nist.gov/div898/handbook/pmc/section1/pmc16.htm" } ], "sections": [ { "id": "start-with-a-defined-quality-problem", "title": "Start with a defined quality problem" }, { "id": "make-the-requirement-understandable", "title": "Make the requirement understandable" }, { "id": "do-not-skip-process-stability", "title": "Do not skip the stability question" }, { "id": "connect-measurements-to-the-work", "title": "Connect measurements to the work" }, { "id": "avoid-a-mixed-baseline", "title": "A baseline that mixes different work" }, { "id": "make-improvement-durable", "title": "Make the improvement durable" } ], "series": "six-sigma-quality" }, { "url": "https://vieox.com/insights/six-sigma-quality/measurement-and-process-variation/", "path": "/insights/six-sigma-quality/measurement-and-process-variation/", "title": "Understand the measurement before judging the variation.", "description": "Explore measurement-system analysis, process variation, control versus specification limits and the context needed for a meaningful capability review.", "markdown_url": "https://vieox.com/content/insights/six-sigma-quality/measurement-and-process-variation.md", "content_sha256": "da7a686cfd5c4f87d1dab20e0cdc369c18502b1aa496898f33b40a34badcdbc2", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Six Sigma quality control", "url": "https://vieox.com/insights/six-sigma-quality/" } ], "children": [], "question": "What should be checked before using industrial measurements for a quality study?", "answer": "Confirm the characteristic, unit, measurement method, instrument and relevant sample or part identity. Establish whether the measurement arrangement is suitable for the question, and preserve changes that affect comparability. Then assess process behaviour using a method whose assumptions and interpretation are understood.", "topics": [ "quality", "data-context" ], "sources": [ { "title": "NIST — Gauge R and R Studies", "url": "https://www.itl.nist.gov/div898/handbook/mpc/section4/mpc4.htm" }, { "title": "NIST — What are Variables Control Charts?", "url": "https://www.itl.nist.gov/div898/handbook/pmc/section3/pmc32.htm" }, { "title": "NIST — What is Process Capability?", "url": "https://www.itl.nist.gov/div898/handbook/pmc/section1/pmc16.htm" } ], "sections": [ { "id": "understand-the-measurement-system", "title": "Understand the measurement system" }, { "id": "separate-control-and-specification-limits", "title": "Separate control and specification limits" }, { "id": "interpret-capability-with-its-assumptions", "title": "Interpret capability with its assumptions" }, { "id": "preserve-comparability", "title": "Preserve the circumstances that make results comparable" }, { "id": "examine-an-apparent-shift", "title": "Examine an apparent shift carefully" } ], "series": "six-sigma-quality" }, { "url": "https://vieox.com/insights/special-purpose-machines/cycle-and-sequence-visibility/", "path": "/insights/special-purpose-machines/cycle-and-sequence-visibility/", "title": "A cycle time should tell you where the work went.", "description": "Explore SPM cycle visibility through meaningful stage boundaries, waiting, blocked conditions, repeated attempts and the sequence behind a production delay.", "markdown_url": "https://vieox.com/content/insights/special-purpose-machines/cycle-and-sequence-visibility.md", "content_sha256": "7f73b04d7de6d3b52bea16e5957662ae6be506e35fc3998b836a1c075bad760b", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Special-purpose machines", "url": "https://vieox.com/insights/special-purpose-machines/" } ], "children": [], "question": "How do you make an SPM cycle-time review more informative?", "answer": "Agree the start, finish and intermediate stages that matter to the question. Keep productive activity, waiting, interruption and repeated attempts distinguishable, using the definitions and timing that the equipment actually provides. Then compare equivalent work rather than treating every recorded cycle as the same operation.", "topics": [ "production", "maintenance" ], "sources": [ { "title": "OPC Foundation — PackML Standard States", "url": "https://reference.opcfoundation.org/specs/OPC-30050/4.2.5" }, { "title": "OPC Foundation — Machine Tools: Monitoring and Job Management Scope", "url": "https://reference.opcfoundation.org/specs/OPC-40501-1/1" } ], "sections": [ { "id": "define-the-start-and-finish", "title": "Define the start and finish before measuring" }, { "id": "distinguish-states-from-causes", "title": "Distinguish a state from its explanation" }, { "id": "keep-the-part-and-job-context", "title": "Keep the part and job in the comparison" }, { "id": "reconstruct-one-slow-cycle", "title": "Reconstruct one slow cycle together" }, { "id": "present-the-exception-clearly", "title": "Present the exception clearly" } ], "series": "special-purpose-machines" }, { "url": "https://vieox.com/insights/special-purpose-machines/", "path": "/insights/special-purpose-machines/", "title": "Make the logic of a special-purpose machine understandable.", "description": "Explore OT visibility for special-purpose machines: cycle sequences, waiting, retries, tooling condition, quality records and a clearer handover.", "markdown_url": "https://vieox.com/content/insights/special-purpose-machines.md", "content_sha256": "209f241dfcb26934e0df0febe9d651f5b4865ea43d46782288d812d43f13f8ae", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [ "https://vieox.com/insights/special-purpose-machines/cycle-and-sequence-visibility/", "https://vieox.com/insights/special-purpose-machines/maintainability-and-quality/" ], "question": "What should an OT view reveal about a special-purpose machine?", "answer": "It should explain the machine’s work in terms the operating team can recognise: the part or job, the relevant stage, the condition preventing progress and the result that follows. Connecting those records with tooling, maintenance and quality context helps the team investigate a concern without exposing or changing the machine’s control logic.", "topics": [ "production", "maintenance" ], "sources": [ { "title": "OPC Foundation — PackML Overview", "url": "https://reference.opcfoundation.org/specs/OPC-30050/4.2" }, { "title": "OPC Foundation — Machine Tools: Monitoring and Job Management Scope", "url": "https://reference.opcfoundation.org/specs/OPC-40501-1/1" } ], "sections": [ { "id": "begin-with-the-task", "title": "Begin with the task the machine performs" }, { "id": "agree-a-readable-state-vocabulary", "title": "Agree a readable vocabulary for machine state" }, { "id": "connect-the-machine-to-the-job", "title": "Connect the machine to the job" }, { "id": "make-boundaries-visible", "title": "Make the boundaries of each record visible" }, { "id": "look-at-one-real-review", "title": "A more useful conversation about a long cycle" }, { "id": "carry-understanding-beyond-commissioning", "title": "Carry the understanding beyond commissioning" } ], "series": "special-purpose-machines" }, { "url": "https://vieox.com/insights/special-purpose-machines/maintainability-and-quality/", "path": "/insights/special-purpose-machines/maintainability-and-quality/", "title": "Make machine history useful to maintenance and quality.", "description": "Connect special-purpose-machine tooling, service work, production periods and quality findings so maintenance and quality teams can review the same context.", "markdown_url": "https://vieox.com/content/insights/special-purpose-machines/maintainability-and-quality.md", "content_sha256": "6516db44f0813893cb78dfdd6e7c1896ea45551d0a0075e6c2b13bb574162d52", "kind": "perspective", "updated": "2026-10-20", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" }, { "title": "Special-purpose machines", "url": "https://vieox.com/insights/special-purpose-machines/" } ], "children": [], "question": "What should maintenance and quality share about an SPM?", "answer": "They need a dependable account of the relevant equipment and tooling, the production period, the work performed and the findings that followed. Keep the time and scope of each record visible. The relationship can guide an investigation without presenting nearby events as proof of cause.", "topics": [ "production", "maintenance" ], "sources": [ { "title": "OPC Foundation — Providing an Overview of Tool Data", "url": "https://reference.opcfoundation.org/specs/OPC-40501-1/5.9" }, { "title": "HSE — Maintenance of work equipment", "url": "https://www.hse.gov.uk/work-equipment-machinery/maintenance.htm" } ], "sections": [ { "id": "keep-tool-identity-readable", "title": "Keep tool identity readable" }, { "id": "record-the-work-that-was-done", "title": "Record the work that was done" }, { "id": "connect-history-without-claiming-causation", "title": "Connect history without claiming causation" }, { "id": "follow-a-test-station-concern", "title": "A concern at a test station" }, { "id": "design-for-the-next-person", "title": "Design the record for the next person" } ], "series": "special-purpose-machines" }, { "url": "https://vieox.com/insights/warehousing-and-logistics/fleet-and-maintenance/", "path": "/insights/warehousing-and-logistics/fleet-and-maintenance/", "title": "Read fleet equipment condition alongside its duty.", "description": "Understand vehicle, hoist, storage crane and conveyor equipment observations in operating and maintenance context.", "markdown_url": "https://vieox.com/content/insights/warehousing-and-logistics/fleet-and-maintenance.md", "content_sha256": "d684c190bf140e2a5b394fc4d868f5fe7bfaa5fff8f302f7a2687f9ef8829e58", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "How should a warehouse team prioritize a recurring vehicle or conveyor concern?", "answer": "Compare like duty cycles, inspect recent service history and safety-related stops, and agree what a qualified maintainer should confirm next.", "topics": [ "maintenance", "operations", "data-context" ], "sources": [ { "title": "OSHA — Warehousing: Hazards and Solutions", "url": "https://www.osha.gov/warehousing/hazards-solutions" }, { "title": "NIST — Digital Thread for Manufacturing", "url": "https://www.nist.gov/programs-projects/digital-thread-manufacturing" } ], "sections": [ { "id": "asset-and-duty", "title": "Link the observation to the asset and its duty." }, { "id": "interruption-pattern", "title": "Explore the pattern of recurring interruptions." }, { "id": "safety-first", "title": "Do not reinterpret safety events as productivity waste." }, { "id": "handover", "title": "Make the next shift aware of unresolved condition questions." } ], "sector": "warehousing-and-logistics" }, { "url": "https://vieox.com/insights/warehousing-and-logistics/flow-and-handling/", "path": "/insights/warehousing-and-logistics/flow-and-handling/", "title": "Find the real boundary of a handling interruption.", "description": "Operational review of conveyors, sorters, scanning and transfer points with upstream and downstream material context.", "markdown_url": "https://vieox.com/content/insights/warehousing-and-logistics/flow-and-handling.md", "content_sha256": "859a9f74b486da051dcc13559a049f97e527608d7698a45546b39aa08345649d", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "Why is a conveyor alarm insufficient to explain a delayed shipment?", "answer": "It describes one device event. Reconstruct the queue, scan events, downstream capacity and handling stage before concluding which factor contributed to the delay.", "topics": [ "production", "operations", "data-context" ], "sources": [ { "title": "OSHA — Warehousing: Hazards and Solutions", "url": "https://www.osha.gov/warehousing/hazards-solutions" }, { "title": "NIST — Digital Thread for Manufacturing", "url": "https://www.nist.gov/programs-projects/digital-thread-manufacturing" } ], "sections": [ { "id": "material-path", "title": "Establish which handling stage was affected." }, { "id": "downstream", "title": "Check what happened beyond the stopped machine." }, { "id": "quality-of-record", "title": "Verify scans and physical events agree." }, { "id": "next-action", "title": "Use the review to frame the next action." } ], "sector": "warehousing-and-logistics" }, { "url": "https://vieox.com/insights/water-and-wastewater/pumping-treatment-operations/", "path": "/insights/water-and-wastewater/pumping-treatment-operations/", "title": "Put the pumping record into its process context.", "description": "A practical guide to reviewing pumping and treatment activity with clear equipment identity, operating periods, measurement context and useful comparisons.", "markdown_url": "https://vieox.com/content/insights/water-and-wastewater/pumping-treatment-operations.md", "content_sha256": "b39bd91a750b7db4c5a3a70903a65966897cf80e122b34ecceb79fd89b79c517", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What makes a pumping or treatment comparison meaningful?", "answer": "Define the equipment and process duty, align the observation periods and establish which measurements describe the work. Compare periods on a basis the operating team can explain, with incomplete data and unconfirmed explanations kept visible.", "topics": [ "operations", "maintenance", "data-context" ], "sources": [ { "title": "US EPA — Energy Efficiency in Water and Wastewater Facilities", "url": "https://www.epa.gov/sites/default/files/2015-08/documents/wastewater-guide.pdf" }, { "title": "US EPA — Asset Management: A Best Practices Guide", "url": "https://nepis.epa.gov/Exe/ZyPURL.cgi?Dockey=P1000LP0.TXT" } ], "sections": [ { "id": "choose-the-process-question", "title": "Choose the process question" }, { "id": "give-each-measurement-a-place", "title": "Give each measurement a place" }, { "id": "compare-the-duty-as-well-as-the-period", "title": "Compare the duty as well as the period" }, { "id": "connect-observations-with-follow-up", "title": "Connect observations with follow-up" }, { "id": "a-longer-run-with-several-possibilities", "title": "An example: a longer run with several possibilities" }, { "id": "make-the-information-need-specific", "title": "Make the information need specific" } ], "sector": "water-and-wastewater" }, { "url": "https://vieox.com/insights/water-and-wastewater/remote-assets-maintenance-context/", "path": "/insights/water-and-wastewater/remote-assets-maintenance-context/", "title": "Make a remote update useful to the next person.", "description": "Explore remote water and wastewater asset records, data freshness, site observations and maintenance follow-through, with clear distinctions between an update and a confirmed condition.", "markdown_url": "https://vieox.com/content/insights/water-and-wastewater/remote-assets-maintenance-context.md", "content_sha256": "5da886a8d088a8e3713383a10029b7136f4a8a47f8e9b7a60f31ffa1233aa2f9", "kind": "perspective", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [], "question": "What should a remote-asset update help a water operations team understand?", "answer": "It should identify the location and asset, the observation time, the freshness and coverage of the information, relevant local checks and any open follow-up. Communication uncertainty should stay distinguishable from a confirmed equipment or process finding.", "topics": [ "maintenance", "operations", "data-context" ], "sources": [ { "title": "US EPA — Asset Management: A Best Practices Guide", "url": "https://nepis.epa.gov/Exe/ZyPURL.cgi?Dockey=P1000LP0.TXT" }, { "title": "US EPA — Online Water Quality Monitoring Resources", "url": "https://www.epa.gov/waterresilience/online-water-quality-monitoring-resources" } ], "sections": [ { "id": "begin-with-the-location-and-asset", "title": "Begin with the location and asset" }, { "id": "say-when-the-observation-was-made", "title": "Say when the observation was made" }, { "id": "distinguish-information-state-from-condition", "title": "Distinguish information state from condition" }, { "id": "connect-the-field-visit-with-the-record", "title": "Connect the field visit with the record" }, { "id": "an-update-that-arrived-later", "title": "An example: an update that arrived later" }, { "id": "choose-a-manageable-remote-scope", "title": "Choose a manageable remote scope" } ], "sector": "water-and-wastewater" }, { "url": "https://vieox.com/industries/manufacturing/", "path": "/industries/manufacturing/", "title": "Manufacturing: connect production, quality and equipment.", "description": "Explore manufacturing segments, equipment and processes, and how OT, machine connectivity and industrial analytics support production and quality.", "markdown_url": "https://vieox.com/content/industries/manufacturing.md", "content_sha256": "90fdf9a1292d940666f4cf64c083eca2e5d6e531e88ae1a36bd301c1812384c9", "kind": "industry-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Industries", "url": "https://vieox.com/industries/" } ], "children": [], "question": "How can OT help a manufacturing operation work as a connected whole?", "answer": "By monitoring and controlling physical processes, then connecting equipment signals with the product, job and people involved. This gives production, maintenance and quality teams a shared basis for action while preserving the responsibilities of each discipline.", "topics": [ "production", "maintenance", "quality", "data-context" ], "sources": [ { "title": "NIST — Guide to Industrial Wireless Systems Deployments, section 2.1", "url": "https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=925403" }, { "title": "NIST — Smart Manufacturing", "url": "https://www.nist.gov/smart-manufacturing" }, { "title": "U.S. DOE — Identify energy sources and uses", "url": "https://www1.eere.energy.gov/manufacturing/eguide/iso_step_2_2.html" } ], "sections": [ { "id": "the-operating-floor", "title": "A diverse industry with different production models." }, { "id": "equipment-and-quality", "title": "The equipment extends beyond the production line." }, { "id": "production-and-context", "title": "Follow the material from receipt to release." }, { "id": "different-questions", "title": "The challenges cross departmental boundaries." }, { "id": "people-and-responsibility", "title": "OT connects physical work with an appropriate response." }, { "id": "start-with-one-question", "title": "Start with a production journey people can explain." } ], "sector": "manufacturing" }, { "url": "https://vieox.com/industries/oil-and-gas/", "path": "/industries/oil-and-gas/", "title": "Oil and gas operations, connected from field to delivery.", "description": "An introduction to oil and gas segments, equipment and processes, their operating challenges, and how OT connects production, maintenance and environmental context.", "markdown_url": "https://vieox.com/content/industries/oil-and-gas.md", "content_sha256": "b14a4909245a37c34bfad8cfc7d3ddffd5415b3ec3beb2d921a09a4c89fe3ab5", "kind": "industry-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Industries", "url": "https://vieox.com/industries/" } ], "children": [], "question": "How can OT address oil and gas challenges across the operating chain?", "answer": "By connecting measurements, controls and equipment history with the operating area they serve. A coherent view can support continuity, maintenance planning, resource use and investigation, with qualified people retaining responsibility for process changes and protective systems.", "topics": [ "maintenance", "operations", "data-context" ], "sources": [ { "title": "US EPA — Oil and Gas Sector Information", "url": "https://www.epa.gov/smartsectors/oil-and-gas-sector-information" }, { "title": "US EIA — Refining Crude Oil: The Refining Process", "url": "https://www.eia.gov/energyexplained/oil-and-petroleum-products/refining-crude-oil-the-refining-process.php" }, { "title": "US EIA — Natural Gas: Delivery and Storage", "url": "https://www.eia.gov/energyexplained/natural-gas/delivery-and-storage.php" }, { "title": "US DOE NETL — Methane Emissions Quantification", "url": "https://www.netl.doe.gov/oil-gas/ngi/quantification" } ], "sections": [ { "id": "understand-the-operating-area", "title": "An industry with three connected segments." }, { "id": "equipment-and-utilities", "title": "Equipment and processes change along the chain." }, { "id": "maintenance-context", "title": "Reliability, containment and resources are linked challenges." }, { "id": "continuity-between-teams", "title": "OT connects the physical operation with its people." }, { "id": "information-and-authority", "title": "Improve the whole service, with clear boundaries." }, { "id": "a-first-conversation", "title": "Start with one recurring industry challenge." } ], "sector": "oil-and-gas" }, { "url": "https://vieox.com/industries/power/", "path": "/industries/power/", "title": "Connect generation, network assets and reliable service.", "description": "Explore power generation, transmission and distribution, the equipment and processes behind supply, and how OT addresses reliability, coordination and asset challenges.", "markdown_url": "https://vieox.com/content/industries/power.md", "content_sha256": "413ec3af8bf53ffce69432f5d6e9e323d45c5751d57201313ea16d1b468e521d", "kind": "industry-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Industries", "url": "https://vieox.com/industries/" } ], "children": [], "question": "Where does OT help the power industry most?", "answer": "In connecting asset condition, operating state and system demand with the teams responsible for reliable service. Monitoring and control provide the physical view; clear event histories, maintenance context and responsibility make that view useful across plant and network boundaries.", "topics": [ "maintenance", "operations", "data-context" ], "sources": [ { "title": "US Department of Energy — United States Electricity Industry Primer", "url": "https://www.energy.gov/sites/prod/files/2015/12/f28/united-states-electricity-industry-primer.pdf" }, { "title": "US EIA — How Electricity Is Delivered to Consumers", "url": "https://www.eia.gov/energyexplained/electricity/delivery-to-consumers.php" }, { "title": "US EPA — About the US Electricity System", "url": "https://www.epa.gov/energy/about-us-electricity-system-and-its-impact-environment" }, { "title": "DOE Grid Modernization Laboratory Consortium — Sensing and Measurements", "url": "https://gmlc.doe.gov/sensing-and-measurements" } ], "sections": [ { "id": "different-operating-landscapes", "title": "One service, several operating landscapes." }, { "id": "from-generation-to-the-network", "title": "From energy conversion to delivery." }, { "id": "supporting-systems", "title": "Reliability includes the equipment around the main asset." }, { "id": "time-and-comparability", "title": "Changing demand makes a shared view essential." }, { "id": "responsibility-for-the-review", "title": "Use OT across the plant and network lifecycle." }, { "id": "a-focused-first-discussion", "title": "Begin with a service outcome people recognise." } ], "sector": "power" }, { "url": "https://vieox.com/industries/defence/", "path": "/industries/defence/", "title": "Defence: strengthen the industrial systems behind readiness.", "description": "A broad introduction to defence industrial segments, equipment, manufacturing and sustainment processes, and how OT can support their operating challenges.", "markdown_url": "https://vieox.com/content/industries/defence.md", "content_sha256": "73f727ec247f072c0a7d7f5209a3438323bc244b3bbec453362f74be8e441e87", "kind": "industry-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Industries", "url": "https://vieox.com/industries/" } ], "children": [], "question": "How can OT support defence industrial operations holistically?", "answer": "By linking the condition and activity of production, test and facility equipment to the work being performed. A coherent operating record helps authorised teams coordinate capacity, maintenance and quality while respecting the information boundaries of the programme.", "topics": [ "production", "quality", "maintenance", "data-context" ], "sources": [ { "title": "UK Ministry of Defence — Defence Industrial Strategy 2025", "url": "https://assets.publishing.service.gov.uk/media/68bea3fc223d92d088f01d69/Defence_Industrial_Strategy_2025_-_Making_Defence_an_Engine_for_Growth.pdf" }, { "title": "U.S. Defense Logistics Agency — Industrial Plant Equipment", "url": "https://www.dla.mil/Aviation/Offers/Industrial-Plant-Equipment/" }, { "title": "U.S. Research and Engineering — Manufacturing and Quality Engineering", "url": "https://www.cto.mil/sea/mq/" } ], "sections": [ { "id": "define-the-industrial-scope", "title": "The industry includes production and long-term support." }, { "id": "keep-test-context-visible", "title": "Production, test and facility assets form one environment." }, { "id": "connect-plan-and-work", "title": "Follow the work from preparation through acceptance." }, { "id": "include-supporting-facilities", "title": "The challenges involve capacity as well as assurance." }, { "id": "appropriate-access-and-responsibility", "title": "Connect useful operating evidence within clear boundaries." }, { "id": "begin-with-a-bounded-question", "title": "Build a broad view through a practical first scope." } ], "sector": "defence" }, { "url": "https://vieox.com/industries/shipping-and-ports/", "path": "/industries/shipping-and-ports/", "title": "Shipping and ports: connect vessel operations with cargo flow.", "description": "Explore shipping and port segments, machinery, cargo-handling processes and industry challenges, and how OT supports their connected operations.", "markdown_url": "https://vieox.com/content/industries/shipping-and-ports.md", "content_sha256": "e064ca400233947b39a619dd6685928f7e8ced77b588cffde5bc3a613402b761", "kind": "industry-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Industries", "url": "https://vieox.com/industries/" } ], "children": [], "question": "How can OT support the wider shipping and port operation?", "answer": "It can connect machinery condition, equipment activity and operating events with the vessel, cargo movement and work stage involved. Shared context helps authorised teams coordinate maintenance and flow while keeping shipboard and terminal responsibilities clear.", "topics": [ "operations", "maintenance", "data-context" ], "sources": [ { "title": "Port of Rotterdam — Terminals", "url": "https://www.portofrotterdam.com/en/logistics/storage-and-transhipment/terminals" }, { "title": "IMO GreenVoyage2050 — Ship Energy Efficiency Solutions Portal", "url": "https://greenvoyage2050.imo.org/energy-efficiency-technologies-information-portal/" }, { "title": "HSE — Ports and docks", "url": "https://www.hse.gov.uk/ports/" } ], "sections": [ { "id": "a-connected-operating-landscape", "title": "Different cargoes create different operating environments." }, { "id": "equipment-and-information-responsibility", "title": "Machinery spans propulsion, services and cargo handling." }, { "id": "understand-the-port-boundary", "title": "Follow the journey through arrival, transfer and departure." }, { "id": "questions-worth-bringing-together", "title": "Reliability, coordination and resource use meet at the handoffs." }, { "id": "context-across-watches-and-locations", "title": "OT connects local measurements with the operating situation." }, { "id": "a-practical-starting-conversation", "title": "Begin with one handoff that matters to the operation." } ], "sector": "shipping-and-ports" }, { "url": "https://vieox.com/industries/pharmaceuticals/", "path": "/industries/pharmaceuticals/", "title": "Connect pharmaceutical production with its quality context.", "description": "A broad view of pharmaceutical manufacturing, its segments, equipment and processes, and how OT supports consistent operations, dependable utilities and informed quality review.", "markdown_url": "https://vieox.com/content/industries/pharmaceuticals.md", "content_sha256": "85091ab4c60de052e03a327bf76826e08ecd601e8f82bc35e64e92a818138744", "kind": "industry-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Industries", "url": "https://vieox.com/industries/" } ], "children": [], "question": "How can OT address pharmaceutical manufacturing challenges holistically?", "answer": "By connecting process measurements, equipment status and utility conditions with the relevant production stage and material. The result can support consistency, maintenance and investigation when the intended use, record responsibilities and quality review are defined together.", "topics": [ "quality", "production", "data-context" ], "sources": [ { "title": "FDA — Q7 Good Manufacturing Practice Guidance for Active Pharmaceutical Ingredients", "url": "https://www.fda.gov/media/71518/download" }, { "title": "FDA — Graduated ETP Technology: Continuous Direct Compression", "url": "https://www.fda.gov/about-fda/center-drug-evaluation-and-research-cder/graduated-etp-technology" }, { "title": "FDA — Sterile Drug Products Produced by Aseptic Processing", "url": "https://www.fda.gov/media/71026/download" }, { "title": "FDA — Q10 Pharmaceutical Quality System", "url": "https://www.fda.gov/media/71553/download" } ], "sections": [ { "id": "understand-the-production-setting", "title": "Different products create different production settings." }, { "id": "put-the-process-in-sequence", "title": "Follow materials through the process and equipment." }, { "id": "remember-the-supporting-services", "title": "Utilities belong inside the production picture." }, { "id": "keep-the-meaning-of-the-record", "title": "Data integrity and evidence need operating context." }, { "id": "support-the-qualified-review", "title": "Use OT to support a connected quality and operations view." }, { "id": "choose-a-focused-first-enquiry", "title": "Begin with a question that crosses team boundaries." } ], "sector": "pharmaceuticals" }, { "url": "https://vieox.com/industries/food-and-beverage/", "path": "/industries/food-and-beverage/", "title": "Connect food production, quality and the services behind the line.", "description": "An introduction to food and beverage segments, production equipment and processes, their major challenges, and how OT connects throughput, quality, utilities and traceability.", "markdown_url": "https://vieox.com/content/industries/food-and-beverage.md", "content_sha256": "921b2b610153dbc345309ba7fe2f7e6f39004a0791461137cb9d0d7ca6eb3833", "kind": "industry-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Industries", "url": "https://vieox.com/industries/" } ], "children": [], "question": "How does OT help food and beverage operations as a whole?", "answer": "By connecting process control, equipment status and production history with ingredients, lots and operating conditions. This can support consistent output, clearer changeovers, dependable utilities and investigation, alongside the facility’s established food safety and quality responsibilities.", "topics": [ "production", "quality", "operations" ], "sources": [ { "title": "USDA Economic Research Service — Food and Beverage Manufacturing", "url": "https://www.ers.usda.gov/topics/food-markets-prices/processing-marketing/food-and-beverage-manufacturing" }, { "title": "Tetra Pak Dairy Processing Handbook — Designing a Process Line", "url": "https://dairyprocessinghandbook.tetrapak.com/chapter/designing-process-line" }, { "title": "FDA — Preventive Controls for Human Food", "url": "https://www.fda.gov/food/food-safety-modernization-act-fsma/fsma-final-rule-preventive-controls-human-food" }, { "title": "Tetra Pak Dairy Processing Handbook — Automation and Digitalisation", "url": "https://dairyprocessinghandbook.tetrapak.com/chapter/automation-and-digitalisation" } ], "sections": [ { "id": "begin-with-the-product-and-process", "title": "A diverse industry shaped by the product." }, { "id": "connect-the-run-and-the-lot", "title": "Equipment follows the transformation from ingredient to pack." }, { "id": "understand-the-transitions", "title": "Quality, changeovers and losses meet at the same line." }, { "id": "include-the-services-behind-the-line", "title": "Include energy, water and supporting equipment." }, { "id": "keep-quality-context-and-responsibility", "title": "Use OT to make the operating picture coherent." }, { "id": "bring-one-useful-question", "title": "Start with a recurring production and quality concern." } ], "sector": "food-and-beverage" }, { "url": "https://vieox.com/industries/water-and-wastewater/", "path": "/industries/water-and-wastewater/", "title": "Connect water services from source to treatment and return.", "description": "Explore water and wastewater services, treatment processes and equipment, the challenges of quality and continuity, and how OT connects assets, operations and service context.", "markdown_url": "https://vieox.com/content/industries/water-and-wastewater.md", "content_sha256": "d31f4db5180ebec7096e84c8a886a98dc19769550427c6e824a65cb8a50de3ba", "kind": "industry-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Industries", "url": "https://vieox.com/industries/" } ], "children": [], "question": "How can OT address water and wastewater challenges across the service?", "answer": "By connecting flow, level, quality and equipment observations with treatment stages, network locations and operating responsibilities. That context supports informed response, maintenance and resource planning while preserving the utility’s defined treatment and service decisions.", "topics": [ "operations", "maintenance", "data-context" ], "sources": [ { "title": "CDC — How Water Treatment Works", "url": "https://www.cdc.gov/drinking-water/about/how-water-treatment-works.html" }, { "title": "New York City DEP — Wastewater Treatment Process", "url": "https://www.nyc.gov/site/dep/water/wastewater-treatment-process.page" }, { "title": "US EPA — Peak Flows at Sewage Treatment Plants", "url": "https://www.epa.gov/npdes/peak-flows-sewage-treatment-plants" }, { "title": "US EPA — Smart Sewers", "url": "https://www.epa.gov/npdes/smart-sewers" } ], "sections": [ { "id": "map-the-operating-landscape", "title": "Several services share one water cycle." }, { "id": "connect-assets-with-service", "title": "Treatment combines several process stages." }, { "id": "read-process-and-equipment-context-together", "title": "Continuity, quality and changing loads are linked challenges." }, { "id": "make-remote-information-understandable", "title": "OT connects plant control with remote visibility." }, { "id": "keep-the-people-and-decisions-connected", "title": "Bring treatment, maintenance and resource use together." }, { "id": "start-with-a-service-question", "title": "Start with a recognisable service problem." } ], "sector": "water-and-wastewater" }, { "url": "https://vieox.com/industries/aerospace/", "path": "/industries/aerospace/", "title": "Aerospace: connect complex production with dependable evidence.", "description": "Explore aerospace segments, production and test equipment, operating processes and industry challenges, and the role of OT across the industrial lifecycle.", "markdown_url": "https://vieox.com/content/industries/aerospace.md", "content_sha256": "182928b49c2c2287ae69037345d3fc7ad7cf796f6d5b8870f106304b443de395", "kind": "industry-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Industries", "url": "https://vieox.com/industries/" } ], "children": [], "question": "Where can OT contribute across aerospace manufacturing and support?", "answer": "OT can connect machine activity, process conditions and test equipment with the relevant part, configuration and work stage. The resulting context supports production coordination, quality review and maintenance without replacing the engineering decisions attached to them.", "topics": [ "production", "quality", "maintenance", "data-context" ], "sources": [ { "title": "Airbus — What we do", "url": "https://www.airbus.com/en/about-us/what-we-do" }, { "title": "Airbus — Producing a modern aircraft", "url": "https://www.airbus.com/en/products-services/commercial-aircraft/the-life-cycle-of-an-aircraft/production" }, { "title": "NASA — Orion testing", "url": "https://www.nasa.gov/reference/testing/" } ], "sections": [ { "id": "work-across-stations", "title": "Understand the branches of aerospace." }, { "id": "equipment-test", "title": "Equipment follows the product and its verification needs." }, { "id": "inspection-context", "title": "Connect the stages from component to completed system." }, { "id": "industry-challenges", "title": "Quality, delivery and configuration have to stay aligned." }, { "id": "ot-across-the-lifecycle", "title": "Use OT to make the industrial relationships visible." }, { "id": "first-conversation", "title": "Begin with one industrial handoff." } ], "sector": "aerospace" }, { "url": "https://vieox.com/industries/datacenter/", "path": "/industries/datacenter/", "title": "Data centers: connect digital demand with physical resilience.", "description": "An overview of data center types, electrical and cooling equipment, operating processes and industry challenges, and how OT supports the facility as a whole.", "markdown_url": "https://vieox.com/content/industries/datacenter.md", "content_sha256": "f46c996ff5eb856d3e9c0bc8740b8e0cf211fcff41f8f6f73a35f73b7011615b", "kind": "industry-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Industries", "url": "https://vieox.com/industries/" } ], "children": [], "question": "What does OT contribute to a data center?", "answer": "OT monitors and controls the physical systems that support computing. Connecting electrical, cooling and environmental records with equipment status, workload context and maintenance activity can help teams understand conditions and coordinate an appropriate response.", "topics": [ "maintenance", "operations", "data-context", "production" ], "sources": [ { "title": "IBM — What is a data center?", "url": "https://www.ibm.com/think/topics/data-centers" }, { "title": "U.S. DOE — Best Practices Guide for Energy-Efficient Data Center Design, 2024", "url": "https://www.energy.gov/sites/default/files/2024-07/best-practice-guide-data-center-design_0.pdf" }, { "title": "Australian Government — Data centres", "url": "https://www.energy.gov.au/business/equipment-guides/data-centres" } ], "sections": [ { "id": "industry-segments", "title": "Different operating models share physical dependencies." }, { "id": "critical-support", "title": "Electrical and cooling systems support the computing load." }, { "id": "operating-process", "title": "Operation is a continuing cycle of provision and review." }, { "id": "thermal-conditions", "title": "Continuity, capacity and efficiency interact." }, { "id": "continuity-and-safety", "title": "OT makes the physical dependencies easier to interpret." }, { "id": "first-step", "title": "Start with one service area and its dependencies." } ], "sector": "datacenter" }, { "url": "https://vieox.com/industries/warehousing-and-logistics/", "path": "/industries/warehousing-and-logistics/", "title": "Warehousing and logistics: connect movement, equipment and dispatch.", "description": "Explore warehouse and logistics segments, material-handling equipment, operating processes and industry challenges, and how OT can support coordinated flow.", "markdown_url": "https://vieox.com/content/industries/warehousing-and-logistics.md", "content_sha256": "1baed9081540d915f15b094fe44614b216dba6b3285a28adaad5583d301656e0", "kind": "industry-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Industries", "url": "https://vieox.com/industries/" } ], "children": [], "question": "How can OT help a warehouse or logistics facility?", "answer": "It can connect the physical state of handling equipment and storage environments with the movement of goods. Linking those signals to locations, tasks and people helps teams understand delays, plan maintenance and coordinate action across the facility.", "topics": [ "production", "operations", "maintenance", "data-context" ], "sources": [ { "title": "OSHA — Warehousing overview", "url": "https://www.osha.gov/warehousing" }, { "title": "DHL — Warehouse automation", "url": "https://www.dhl.com/content/dam/dhl/global/csi/documents/pdf/csi-dhl-technology-warehouse-automation.pdf.coredownload.pdf" }, { "title": "HSE — Warehousing and storage: Keep it safe, INDG412", "url": "https://www.hse.gov.uk/pubns/indg412.pdf" } ], "sections": [ { "id": "industry-segments", "title": "Different facilities serve different kinds of flow." }, { "id": "equipment-and-flow", "title": "The physical operation uses several equipment families." }, { "id": "operating-process", "title": "Follow goods through receipt, storage and fulfilment." }, { "id": "bottlenecks", "title": "The challenges combine throughput, accuracy and safe work." }, { "id": "equipment-safety", "title": "OT links the movement plan with physical conditions." }, { "id": "first-question", "title": "Begin with one journey through the facility." } ], "sector": "warehousing-and-logistics" }, { "url": "https://vieox.com/industries/chemical-and-petrochemical-processing/", "path": "/industries/chemical-and-petrochemical-processing/", "title": "Connect chemical production, equipment and operating responsibility.", "description": "A broad introduction to chemical and petrochemical segments, equipment and processes, major operating challenges, and how OT supports connected production and asset decisions.", "markdown_url": "https://vieox.com/content/industries/chemical-and-petrochemical-processing.md", "content_sha256": "89bd13192cd2164a8e67c0b97f4e18234b4ab050cde2360d84d227cc7b688eaa", "kind": "industry-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Industries", "url": "https://vieox.com/industries/" } ], "children": [], "question": "How can OT address chemical and petrochemical operating challenges?", "answer": "By connecting measurements and control with the process unit, material, equipment history and responsible teams. This can support steadier operations and more informed review of quality, maintenance and resource use, within the plant’s established protection and change-management arrangements.", "topics": [ "maintenance", "operations", "quality", "data-context" ], "sources": [ { "title": "US Department of Energy — Chemical and Petrochemical Manufacturing", "url": "https://www.energy.gov/cmei/ito/chemical-and-petrochemical-manufacturing" }, { "title": "US EIA — Uses of Hydrocarbon Gas Liquids", "url": "https://www.eia.gov/energyexplained/hydrocarbon-gas-liquids/uses-of-hydrocarbon-gas-liquids.php" }, { "title": "Australian Government — Chemicals and Plastics Manufacturing", "url": "https://www.energy.gov.au/business/sector-guides/manufacturing/chemicals-and-plastics" }, { "title": "HSE — Control Systems", "url": "https://www.hse.gov.uk/comah/sragtech/techmeascontsyst.htm" }, { "title": "US EPA — Chemical Manufacturing Industry Practices and Environmental Characterization", "url": "https://nepis.epa.gov/Exe/ZyPURL.cgi?Dockey=P101C3VN.TXT" } ], "sections": [ { "id": "industry-segments", "title": "A broad sector with different production models." }, { "id": "unit-context", "title": "Follow the process through its equipment." }, { "id": "asset-integrity", "title": "Major challenges cross process and asset boundaries." }, { "id": "signals-not-decisions", "title": "OT connects observation, control and operating context." }, { "id": "holistic-operating-view", "title": "Improve the whole operation within its engineering boundaries." }, { "id": "responsible-first-step", "title": "Begin with a recurring unit-level concern." } ], "sector": "chemical-and-petrochemical-processing" }, { "url": "https://vieox.com/partners/system-integrators/", "path": "/partners/system-integrators/", "title": "Build useful connections. Keep the operating purpose clear.", "description": "Partner with VIEOX on OT integration, machine connectivity and industrial data, combining site delivery experience with a clear operating purpose.", "markdown_url": "https://vieox.com/content/partners/system-integrators.md", "content_sha256": "514e2de6baca64fedefe5721256f69abb05ae29ddd75f8b1327ed6205b2165fc", "kind": "partner-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" } ], "children": [ "https://vieox.com/partners/system-integrators/joint-delivery/", "https://vieox.com/partners/system-integrators/lifecycle-and-handover/" ], "question": "Where could a system integrator and VIEOX work together?", "answer": "A focused partnership conversation can examine a customer’s operating question, existing systems and the information gap between them. From there, the parties can agree a practical scope, responsibilities, acceptance evidence and lifecycle arrangements. The starting point is a useful outcome for the customer, with clear ownership across the delivery team.", "topics": [ "operations", "data-context" ], "sources": [ { "title": "NIST SP 800-160 Vol. 1 Rev. 1 — Engineering Trustworthy Secure Systems", "url": "https://www.nist.gov/publications/engineering-trustworthy-secure-systems" } ], "sections": [ { "id": "start-with-the-customer-question", "title": "Bring the operating question into the room" }, { "id": "combine-expertise-with-clear-responsibility", "title": "Give each party a responsibility it can fulfil" }, { "id": "take-a-lifecycle-view", "title": "Consider the work beyond first connection" }, { "id": "make-the-first-engagement-reviewable", "title": "Define a first engagement that can be reviewed" } ], "partner": "system-integrators" }, { "url": "https://vieox.com/partners/consultants/", "path": "/partners/consultants/", "title": "Bring your perspective. Make the evidence more useful.", "description": "Explore advisory partnerships with VIEOX on OT assessments, industrial digitization, improvement roadmaps and AI for industry grounded in usable OT data.", "markdown_url": "https://vieox.com/content/partners/consultants.md", "content_sha256": "9116e9b4e59ae536500ba8c209a6136b3e15f72a59fcdd5ee37f9a9706fa602e", "kind": "partner-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" } ], "children": [ "https://vieox.com/partners/consultants/assessment-and-roadmap/", "https://vieox.com/partners/consultants/evidence-and-improvement/" ], "question": "How could consultants and VIEOX collaborate?", "answer": "Potential collaboration can begin with an operating assessment, an information gap behind a recommendation or an evaluation of an improvement opportunity. The parties can agree how evidence will be gathered, how conclusions will be reviewed and where responsibility for advice, implementation and acceptance sits. The client’s question provides the common starting point.", "topics": [ "operations", "industrial-ai" ], "sources": [ { "title": "NIST — A Method for Key Performance Indicator Assessment in Manufacturing Organizations", "url": "https://www.nist.gov/publications/method-key-performance-indicator-assessment-manufacturing-organizations" } ], "sections": [ { "id": "start-with-the-advisory-question", "title": "Bring a decision the client is trying to make" }, { "id": "connect-advice-with-a-reviewable-record", "title": "Make the basis of a recommendation visible" }, { "id": "use-references-with-the-right-scope", "title": "Choose measures that serve the client’s decision" }, { "id": "build-a-collaboration-the-client-can-trust", "title": "Agree the roles before the recommendation becomes a project" } ], "partner": "consultants" }, { "url": "https://vieox.com/partners/oems/", "path": "/partners/oems/", "title": "Bring equipment expertise closer to the operating question.", "description": "Explore OEM and technology partnerships with VIEOX on machine connectivity, industrial interoperability and useful data across the equipment lifecycle.", "markdown_url": "https://vieox.com/content/partners/oems.md", "content_sha256": "334ca11e2ab86c5089ca6aafb1905710ec8addaab3796ea9da0e0d04fbfafe03", "kind": "partner-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" } ], "children": [ "https://vieox.com/partners/oems/equipment-and-data-context/", "https://vieox.com/partners/oems/service-and-lifecycle/" ], "question": "Where could an OEM or technology provider partner with VIEOX?", "answer": "Potential collaboration can examine how approved equipment information, documentation and operating context help a customer understand an asset over its lifecycle. Begin with one equipment family and a defined use case, then agree interfaces, information responsibilities, evaluation and service boundaries appropriate to the opportunity.", "topics": [ "maintenance", "data-context" ], "sources": [ { "title": "NIST IR 8259 Rev. 1 — Foundational Cybersecurity Activities for IoT Product Manufacturers", "url": "https://csrc.nist.gov/pubs/ir/8259/r1/final" } ], "sections": [ { "id": "start-with-the-equipment-and-the-user", "title": "Choose the customer question the equipment can support" }, { "id": "connect-expertise-with-useful-context", "title": "Make the equipment meaning travel with the record" }, { "id": "consider-product-information-and-support", "title": "Product information is part of the customer’s operating context" }, { "id": "shape-a-lifecycle-conversation", "title": "Discuss the relationship beyond the first demonstration" } ], "partner": "oems" }, { "url": "https://vieox.com/partners/enterprise/", "path": "/partners/enterprise/", "title": "Build a shared direction. Keep each site’s reality in view.", "description": "Explore enterprise partnerships with VIEOX on OT data governance, industrial data platforms, multi-site learning and practical industrial AI readiness.", "markdown_url": "https://vieox.com/content/partners/enterprise.md", "content_sha256": "6b19ae61c2bc3c1505042761f591ea508c929ab0984e7f1919f5e3e36560aed5", "kind": "partner-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" } ], "children": [ "https://vieox.com/partners/enterprise/multi-site-enablement/", "https://vieox.com/partners/enterprise/people-and-adoption/" ], "question": "What could an enterprise partnership with VIEOX focus on?", "answer": "Potential collaboration can examine how operational information supports a business priority across production, maintenance, quality or industrial AI. Begin with a representative site and decision journey, then evaluate the information, ownership and adoption needs before planning wider use. A shared direction should make local work clearer.", "topics": [ "operations", "industrial-ai" ], "sources": [ { "title": "NIST — How Baldrige Works", "url": "https://www.nist.gov/baldrige/how-baldrige-works" } ], "sections": [ { "id": "connect-the-business-priority-to-the-work", "title": "Give the programme an operating purpose" }, { "id": "agree-what-should-be-shared", "title": "Build common ground without hiding local differences" }, { "id": "include-learning-and-engagement", "title": "Treat people and performance as connected" }, { "id": "shape-a-partnership-around-learning", "title": "Begin with an engagement that teaches the organisation something" } ], "partner": "enterprise" }, { "url": "https://vieox.com/partners/government-and-defence/", "path": "/partners/government-and-defence/", "title": "Support the mission with a clearer operating picture.", "description": "Explore government and defence partnerships with VIEOX for OT integration, industrial data, facilities and responsible programme planning.", "markdown_url": "https://vieox.com/content/partners/government-and-defence.md", "content_sha256": "88beda05a9ac8b7736c5efe578a686bfb16e9590055fbf384a3d6cac6bd62cac", "kind": "partner-overview", "updated": "2026-10-25", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" } ], "children": [ "https://vieox.com/partners/government-and-defence/programme-planning/", "https://vieox.com/partners/government-and-defence/stewardship-and-handover/" ], "question": "What could a government or defence partnership with VIEOX explore?", "answer": "A conversation can examine a permitted use case in facilities, utilities, maintenance, manufacturing or operational information review. The parties would establish scope, responsible authorities, information boundaries and evaluation requirements before proposing an engagement. Participation would be agreed against the requirements and authorisation process of the specific opportunity.", "topics": [ "operations", "data-context" ], "sources": [ { "title": "NIST SP 800-37 Rev. 2 — Risk Management Framework for Information Systems and Organizations", "url": "https://csrc.nist.gov/pubs/sp/800/37/r2/final" } ], "sections": [ { "id": "start-with-a-permitted-operating-purpose", "title": "Begin with the work the programme needs to understand" }, { "id": "keep-authority-and-information-boundaries-visible", "title": "Make responsibility part of the initial scope" }, { "id": "consider-risk-through-the-lifecycle", "title": "Treat stewardship as an ongoing responsibility" }, { "id": "shape-an-engagement-that-can-be-evaluated", "title": "Agree how a useful first result would be reviewed" } ], "partner": "government-and-defence" }, { "url": "https://vieox.com/partners/system-integrators/joint-delivery/", "path": "/partners/system-integrators/joint-delivery/", "title": "Make joint delivery easy for the customer to understand.", "description": "Plan a joint OT information engagement with VIEOX through clear scope, delivery roles, source access, acceptance evidence and customer communication.", "markdown_url": "https://vieox.com/content/partners/system-integrators/joint-delivery.md", "content_sha256": "d9c6b99340952093727c43e6a2a7d6486de8439bca78f23b8ece0d2b90f3981a", "kind": "partner-guide", "updated": "2026-10-25", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" }, { "title": "System Integrators", "url": "https://vieox.com/partners/system-integrators/" } ], "children": [], "question": "What should a joint delivery plan establish?", "answer": "Agree the customer outcome, scope of each party’s work, access and change permissions, acceptance evidence and the people responsible for resolving dependencies. Include how the team will communicate progress and handle an unexpected gap. These decisions make a proposed collaboration concrete before implementation begins.", "topics": [ "operations", "data-context" ], "sources": [ { "title": "NIST SP 800-160 Vol. 1 Rev. 1 — Engineering Trustworthy Secure Systems", "url": "https://www.nist.gov/publications/engineering-trustworthy-secure-systems" } ], "sections": [ { "id": "describe-the-outcome-and-the-boundary", "title": "Write the outcome in the customer’s language" }, { "id": "make-the-interfaces-and-dependencies-clear", "title": "Agree how the contributions meet" }, { "id": "verify-against-the-agreed-purpose", "title": "Make verification part of the delivery conversation" }, { "id": "keep-progress-and-exceptions-visible", "title": "Give the customer one understandable account" } ], "partner": "system-integrators" }, { "url": "https://vieox.com/partners/system-integrators/lifecycle-and-handover/", "path": "/partners/system-integrators/lifecycle-and-handover/", "title": "Leave the customer with a system they can understand.", "description": "Explore support and handover for jointly delivered industrial information projects, including ownership, operating definitions, changes and open issues.", "markdown_url": "https://vieox.com/content/partners/system-integrators/lifecycle-and-handover.md", "content_sha256": "37e361de6997d51deb04354dedcf8b14f4ba3a1821f57a8feed9f526032cde5f", "kind": "partner-guide", "updated": "2026-10-20", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" }, { "title": "System Integrators", "url": "https://vieox.com/partners/system-integrators/" } ], "children": [], "question": "What makes an OT information handover useful?", "answer": "A useful handover transfers the operating purpose, source and definition ownership, accepted scope, known limitations and support responsibilities. It includes the changes the customer can manage, the ones requiring specialist review and the open questions that remain. The receiving team should be able to use that account in ordinary work.", "topics": [ "operations", "maintenance" ], "sources": [ { "title": "NIST SP 800-160 Vol. 1 Rev. 1 — Engineering Trustworthy Secure Systems", "url": "https://www.nist.gov/publications/engineering-trustworthy-secure-systems" } ], "sections": [ { "id": "identify-the-people-who-inherit-the-work", "title": "Plan for the receiving team early" }, { "id": "preserve-the-meaning-and-the-limits", "title": "Transfer the context behind the view" }, { "id": "continue-the-lifecycle-responsibility", "title": "Treat operation and change as part of the lifecycle" }, { "id": "agree-support-and-close-open-items", "title": "Make the route for help explicit" } ], "partner": "system-integrators" }, { "url": "https://vieox.com/partners/consultants/assessment-and-roadmap/", "path": "/partners/consultants/assessment-and-roadmap/", "title": "Build a roadmap from the questions the operation can verify.", "description": "Plan an industrial assessment with VIEOX around operating questions, evidence gaps, dependencies and a practical sequence for OT information improvements.", "markdown_url": "https://vieox.com/content/partners/consultants/assessment-and-roadmap.md", "content_sha256": "5d110a063c9cef21bfdfd3a19cc9b0ff1509f3d3bc8c7597a561f43d58b6a368", "kind": "partner-guide", "updated": "2026-10-20", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" }, { "title": "Consulting & Advisory Partners", "url": "https://vieox.com/partners/consultants/" } ], "children": [], "question": "What should an evidence-led OT assessment include?", "answer": "Define the operating scope and intended decisions, examine available information with its owners and distinguish verified capability from assumptions or missing verification. Prioritise gaps by their effect on useful work, then sequence the proposed improvements with explicit dependencies, responsibilities and evaluation points.", "topics": [ "data-context", "operations" ], "sources": [ { "title": "NIST — A Method for Key Performance Indicator Assessment in Manufacturing Organizations", "url": "https://www.nist.gov/publications/method-key-performance-indicator-assessment-manufacturing-organizations" } ], "sections": [ { "id": "frame-the-assessment-around-real-work", "title": "Choose representative operating questions" }, { "id": "distinguish-a-gap-from-a-question", "title": "Keep the evidence status clear" }, { "id": "state-the-reference-and-its-limits", "title": "Involve the people who will use the assessment" }, { "id": "turn-findings-into-a-practical-sequence", "title": "Give each proposed step a reason to exist" } ], "partner": "consultants" }, { "url": "https://vieox.com/partners/consultants/evidence-and-improvement/", "path": "/partners/consultants/evidence-and-improvement/", "title": "Help the client see what the improvement actually changed.", "description": "Explore advisory collaboration on industrial improvement evidence, baselines, operating comparisons and honest evaluation of results with VIEOX.", "markdown_url": "https://vieox.com/content/partners/consultants/evidence-and-improvement.md", "content_sha256": "2cc19d57881d7601b19cd24d409c0c127ae89f0b6f1e62359b85e0cd05b0f14f", "kind": "partner-guide", "updated": "2026-10-20", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" }, { "title": "Consulting & Advisory Partners", "url": "https://vieox.com/partners/consultants/" } ], "children": [], "question": "How can advisory partners strengthen an improvement evaluation?", "answer": "Agree the measure and its operating boundary, preserve the baseline and record the intervention and relevant changes. Keep measured differences separate from causal explanations and financial estimates. The evaluation should help the client decide what to sustain, reconsider or investigate next.", "topics": [ "production", "quality", "operations" ], "sources": [ { "title": "NIST — A Method for Key Performance Indicator Assessment in Manufacturing Organizations", "url": "https://www.nist.gov/publications/method-key-performance-indicator-assessment-manufacturing-organizations" } ], "sections": [ { "id": "agree-the-question-before-the-change", "title": "Define the improvement claim before measuring it" }, { "id": "preserve-the-baseline-and-the-context", "title": "Give the comparison a fair foundation" }, { "id": "connect-improvement-with-the-agreed-risk-context", "title": "Agree the evaluation criteria with the client" }, { "id": "leave-a-result-the-next-team-can-review", "title": "Close with evidence and an honest next step" } ], "partner": "consultants" }, { "url": "https://vieox.com/partners/oems/equipment-and-data-context/", "path": "/partners/oems/equipment-and-data-context/", "title": "Help the customer understand what the equipment is saying.", "description": "Explore OEM collaboration on equipment identity, signal meaning, version context and dependable operating information for industrial customers.", "markdown_url": "https://vieox.com/content/partners/oems/equipment-and-data-context.md", "content_sha256": "e41aa63ce2f39cbf1bd375ec1225b11860c05a5bdd6ccb1cf00284cc24696e28", "kind": "partner-guide", "updated": "2026-10-25", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" }, { "title": "OEM & Technology Partners", "url": "https://vieox.com/partners/oems/" } ], "children": [], "question": "What equipment context should an OEM partnership examine?", "answer": "Begin with the equipment identity, available information, documented meanings and conditions that affect interpretation. Include version differences, configuration options and the limits of the source. Agree how this context can be shared and maintained for an approved customer use case, with the equipment owner’s responsibilities preserved.", "topics": [ "data-context", "production" ], "sources": [ { "title": "NIST IR 8259 Rev. 1 — Foundational Cybersecurity Activities for IoT Product Manufacturers", "url": "https://csrc.nist.gov/pubs/ir/8259/r1/final" } ], "sections": [ { "id": "begin-with-a-specific-information-question", "title": "Choose the information the customer repeatedly asks about" }, { "id": "describe-identity-version-and-meaning", "title": "Make the equipment description durable" }, { "id": "include-information-that-supports-responsible-use", "title": "Think about the information supplied with the product" }, { "id": "evaluate-the-record-in-the-customers-task", "title": "Test understanding through a representative review" } ], "partner": "oems" }, { "url": "https://vieox.com/partners/oems/service-and-lifecycle/", "path": "/partners/oems/service-and-lifecycle/", "title": "Make the next service conversation start with context.", "description": "Explore OEM partnership opportunities for equipment service, maintenance context, version changes and a clearer information handover across the asset lifecycle.", "markdown_url": "https://vieox.com/content/partners/oems/service-and-lifecycle.md", "content_sha256": "d9b9d6f274ebf8a1d9e35bd223bb16bb37462834d7c7348cf64cd80c70ebf24d", "kind": "partner-guide", "updated": "2026-10-20", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" }, { "title": "OEM & Technology Partners", "url": "https://vieox.com/partners/oems/" } ], "children": [], "question": "How could shared operational context help an OEM service relationship?", "answer": "An agreed information record can help the customer and OEM examine the same concern, understand recent work and identify what further assessment is needed. The partnership should define the permitted information, specialist responsibilities, communication route and handling of product changes. It should not imply remote action or a diagnosis beyond the evidence.", "topics": [ "maintenance", "operations" ], "sources": [ { "title": "NIST IR 8259 Rev. 1 — Foundational Cybersecurity Activities for IoT Product Manufacturers", "url": "https://csrc.nist.gov/pubs/ir/8259/r1/final" } ], "sections": [ { "id": "give-the-service-question-a-clear-boundary", "title": "Describe the concern before sending more data" }, { "id": "connect-recent-work-and-operating-history", "title": "Make the service history understandable" }, { "id": "keep-supporting-information-with-the-product", "title": "Include the information customers need over time" }, { "id": "plan-for-versions-handover-and-change", "title": "Keep the relationship understandable as the asset changes" } ], "partner": "oems" }, { "url": "https://vieox.com/partners/enterprise/multi-site-enablement/", "path": "/partners/enterprise/multi-site-enablement/", "title": "Let a useful idea travel with its context.", "description": "Plan multi-site OT information enablement with shared definitions, local context, clear ownership and evidence for extending an approach beyond its first site.", "markdown_url": "https://vieox.com/content/partners/enterprise/multi-site-enablement.md", "content_sha256": "8c4f4004510d3d11d7fc9aa2eee76da43fd4ceb00ba3f0d4d282fc9edea16d73", "kind": "partner-guide", "updated": "2026-10-20", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" }, { "title": "Enterprise & Corporate Partners", "url": "https://vieox.com/partners/enterprise/" } ], "children": [], "question": "What should be established before extending an OT information approach across sites?", "answer": "Identify the common purpose, the local differences that affect interpretation and the responsibilities each site must be able to fulfil. Verify source availability, definitions, access and user needs at the next site. Reuse the learning while evaluating the new operating context on its own evidence.", "topics": [ "operations", "data-context" ], "sources": [ { "title": "NIST — How Baldrige Works", "url": "https://www.nist.gov/baldrige/how-baldrige-works" } ], "sections": [ { "id": "separate-the-shared-question-from-the-local-answer", "title": "Start with a common question that sites recognise" }, { "id": "identify-the-context-needed-for-comparison", "title": "Agree what makes a comparison fair" }, { "id": "carry-learning-across-the-organisation", "title": "Make organisational learning part of the programme" }, { "id": "make-readiness-a-local-decision", "title": "Evaluate the next site before widening the commitment" } ], "partner": "enterprise" }, { "url": "https://vieox.com/partners/enterprise/people-and-adoption/", "path": "/partners/enterprise/people-and-adoption/", "title": "Make the change useful to the people who live with it.", "description": "Explore industrial information adoption with VIEOX through representative users, clear responsibilities, practical feedback and support for everyday work.", "markdown_url": "https://vieox.com/content/partners/enterprise/people-and-adoption.md", "content_sha256": "9c4e3d3a05696fc12b1a9cd5ce59581f7f9495f84be330e2a7fc05f23e8802d9", "kind": "partner-guide", "updated": "2026-10-25", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" }, { "title": "Enterprise & Corporate Partners", "url": "https://vieox.com/partners/enterprise/" } ], "children": [], "question": "What should an industrial information adoption plan consider?", "answer": "Identify the users and tasks, test the proposed journey in their working context and make training, feedback and ownership practical. Explain what the information can support, where its limits lie and how to report a mismatch. Evaluate actual usefulness rather than treating attendance at training or a login count as the whole outcome.", "topics": [ "operations", "data-context" ], "sources": [ { "title": "NIST — How Baldrige Works", "url": "https://www.nist.gov/baldrige/how-baldrige-works" } ], "sections": [ { "id": "listen-before-designing-the-new-routine", "title": "Understand the current routine" }, { "id": "make-the-new-information-approachable", "title": "Give people enough context to use the view responsibly" }, { "id": "connect-engagement-with-improvement", "title": "Treat engagement as part of useful performance" }, { "id": "keep-feedback-and-ownership-alive", "title": "Give feedback a visible route to resolution" } ], "partner": "enterprise" }, { "url": "https://vieox.com/partners/government-and-defence/programme-planning/", "path": "/partners/government-and-defence/programme-planning/", "title": "Make the scope and the evidence clear before work begins.", "description": "Plan a government or defence OT information engagement with defined purpose, programme authority, evaluation conditions and reviewable acceptance evidence.", "markdown_url": "https://vieox.com/content/partners/government-and-defence/programme-planning.md", "content_sha256": "c6aaf9158bf06a243e9f58241b5ff6eca77a370a92052fd003fd05d212b6005d", "kind": "partner-guide", "updated": "2026-10-20", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" }, { "title": "Government & Defence Partners", "url": "https://vieox.com/partners/government-and-defence/" } ], "children": [], "question": "What should programme planning establish for an OT information engagement?", "answer": "Identify the approved purpose, responsible authorities, information and access boundaries, evaluation environment and acceptance process. Describe the contributions and dependencies of each party. Keep a limited assessment, a demonstration and an operational deployment as separate decisions with their appropriate evidence and approvals.", "topics": [ "operations", "industrial-ai" ], "sources": [ { "title": "NIST SP 800-37 Rev. 2 — Risk Management Framework for Information Systems and Organizations", "url": "https://csrc.nist.gov/pubs/sp/800/37/r2/final" } ], "sections": [ { "id": "define-the-purpose-and-the-reviewers", "title": "Give the programme a precise question" }, { "id": "separate-evaluation-from-deployment", "title": "Make each decision boundary explicit" }, { "id": "relate-evidence-to-authorisation", "title": "Connect assessment with accountable decisions" }, { "id": "plan-the-delivery-and-the-next-owner", "title": "Make completion understandable to the programme" } ], "partner": "government-and-defence" }, { "url": "https://vieox.com/partners/government-and-defence/stewardship-and-handover/", "path": "/partners/government-and-defence/stewardship-and-handover/", "title": "Preserve the understanding when responsibility changes hands.", "description": "Explore information stewardship and handover for government and defence OT programmes, including ownership, permitted access, continuity and change review.", "markdown_url": "https://vieox.com/content/partners/government-and-defence/stewardship-and-handover.md", "content_sha256": "617088aefbfd0fcb7dfb28e1804f503f38271f8028873effe322db0aabd10bbc", "kind": "partner-guide", "updated": "2026-10-20", "ancestors": [ { "title": "Partners", "url": "https://vieox.com/partners/" }, { "title": "Government & Defence Partners", "url": "https://vieox.com/partners/government-and-defence/" } ], "children": [], "question": "What should programme stewardship and handover preserve?", "answer": "Preserve the approved purpose, accepted scope, information ownership, applicable handling arrangements and the record needed to understand significant changes. Identify the receiving authority, support route and outstanding responsibilities. The next team should know what it can use, what it can change and which questions require further review.", "topics": [ "operations", "data-context" ], "sources": [ { "title": "NIST SP 800-37 Rev. 2 — Risk Management Framework for Information Systems and Organizations", "url": "https://csrc.nist.gov/pubs/sp/800/37/r2/final" } ], "sections": [ { "id": "identify-the-receiving-responsibility", "title": "Name who will own the work after the project" }, { "id": "preserve-purpose-scope-and-meaning", "title": "Transfer the context needed for responsible use" }, { "id": "continue-risk-management-after-handover", "title": "Keep review active through the lifecycle" }, { "id": "leave-a-usable-support-and-change-route", "title": "Make the next question easy to place" } ], "partner": "government-and-defence" }, { "url": "https://vieox.com/insights/topics/production/", "path": "/insights/topics/production/", "title": "Production", "description": "Explore factory monitoring software, production interruptions and the OT context needed to understand a shift.", "markdown_url": "https://vieox.com/content/insights/topics/production.md", "content_sha256": "e4934ba03cfea92b7a97358a65a2aebb0d53b9abfdb555a4e8d0eb7295d5eaf6", "kind": "corporate-page", "updated": "2026-10-25", "ancestors": [ { "title": "Insights", "url": "https://vieox.com/insights/" } ], "children": [ "https://vieox.com/insights/converedge-direct-device-communication/", "https://vieox.com/insights/investigating-production-downtime/", "https://vieox.com/insights/electronics/automotive-and-power-electronics/", "https://vieox.com/insights/electronics/mobile-phone-manufacturing/", "https://vieox.com/insights/electronics/consumer-electronics-manufacturing/", "https://vieox.com/insights/electronics/television-manufacturing/", "https://vieox.com/insights/electronics/", "https://vieox.com/insights/electronics/surface-mount-process-control/", "https://vieox.com/insights/electronics/component-traceability-and-changeovers/", 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