Enterprise AI & Agentic AI
How do you govern enterprise AI?
Workable AI governance has four parts: an inventory of every AI use case, a risk tier per use case, evaluation gates that a release must pass, and monitored controls in production. Map those to NIST AI RMF and ISO/IEC 42001 so audit and procurement recognise the artefacts, and keep the gates automated so governance speeds delivery instead of blocking it.
Last reviewed 2026-08-31 · pronix.ai
Key takeaways
- Inventory firstYou cannot tier or monitor what is not listed. The inventory captures owner, data classes, model, integrations and escalation path per use case.
- Gates are automated testsEvaluation suites, red-team prompts and policy checks run in the release pipeline, so the same evidence exists for every deployment.
- Monitoring is the control that lastsDrift, refusal rates, escalation quality and cost are tracked continuously; governance without production telemetry is documentation only.
What the numbers show
First-party figures from Pronix research. Each links to the report or playbook that publishes it.
- Board-level
- AI governance moved from committee slide to board obligation in 2026 as the EU AI Act, NIST AI RMF and ISO/IEC 42001 converged on a common baseline.Source: AI Governance & Risk Benchmarks 2026 →
- Faster, not slower
- Healthcare institutions that mapped their AI portfolio to federal and state AI frameworks early are moving faster in 2026, not slower.Source: Healthcare AI Adoption Benchmarks 2026 →
- 24%
- Engineering and product talent absorbs about 24% of enterprise AI spend — more than the models themselves.Source: State of Agentic AI in the Enterprise 2026 →
External references
- NIST — AI Risk Management Framework (AI RMF 1.0) (2023)The govern / map / measure / manage structure Pronix uses to organise AI controls.
- ISO/IEC — ISO/IEC 42001 — AI management systems (2023)The certifiable management-system standard enterprise procurement increasingly asks about.
- European Union — Regulation (EU) 2024/1689 (AI Act) (2024)Defines the risk tiers and transparency duties that shape scope for EU-facing deployments.
- OWASP — Top 10 for LLM Applications (2025)The threat list our prompt-injection, output-handling and tool-permission guardrails map to.