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AI Operating Model Research Note

The operating model has eight controlled layers: purpose, workflow, data, roles, controls, human escalation, measurement, and retirement.

Aug 4, 20261 min readBy Dalton Anderson
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AI Operating Model Research Note

The operating model has eight controlled layers: purpose, workflow, data, roles, controls, human escalation, measurement, and retirement.

NIST's AI RMF core places executive responsibility, role clarity, monitoring, and decommissioning inside governance. The Generative AI Profile applies govern, map, measure, and manage across the lifecycle.

Census BTOS data show adoption varies by firm size, industry, and function. A company-level “uses AI” flag is not evidence of workflow depth or outcome.

The note does not require microservices, a vendor, or a fixed capital budget. Architecture and spending follow the verified workflow constraint.

Sources

Follow the evidence.

  1. FRED's Nasdaq Composite seriesfred.stlouisfed.org
  2. AI-washing statementsec.gov
  3. provider guide to delivering high-quality apprenticeshipsgov.uk
  4. employer guidegov.uk
  5. NIST AI RMF Measure guidanceairc.nist.gov
  6. DotCom Manianber.org
  7. current retail e-commerce releasecensus.gov
  8. privately funded apprenticeship guidancegov.uk
  9. cybersecurity governance and incident-disclosure rulesec.gov
  10. 2025 to 2026 funding rulesgov.uk
  11. human-AI interaction appendixairc.nist.gov
  12. early e-commerce measurement recordcensus.gov
  13. whole-problem mapping guidancegov.uk
  14. WordSynk 2.0 support noticesupport.thebigword.com
  15. official WordSynk pagethebigword.com
  16. ISO 17100 recordiso.org
  17. high-tech employment analysisbls.gov
  18. current leadership pageen-us.thebigword.com
  19. tabletop exercise packagecisa.gov
  20. NIST: Artificial Intelligence Risk Management Framework, Generative Artificial Intelligence Profilenist.gov
  21. service-blueprinting guidancelocal.gov.uk
  22. NIST Cybersecurity Framework 2.0nist.gov
  23. Gould's current professional profilelinkedin.com
  24. 2026 AI business-use analysiscensus.gov
  25. Companies Housefind-and-update.company-information.service.gov.uk

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AI Operating Model Research Note