Where AI decisions need a control plane.
Seven verticals. One bar. Jump in and see what supervisors ask for.
Banks
Credit decisioning that needs fairness testing and reasons you can defend.
What supervisors look for
- Documented model ownership and materiality classification
- Fairness testing and adverse-action explainability
- Ongoing monitoring with drift and override evidence
- Clear human escalation and kill-switch paths
What the control plane produces
- Govern Risk class, owner, and applicable instruments attached
- Guard PII and injection screens on decisioning calls
- Observe Fairness and drift telemetry to your SIEM
- Respond Threshold breach to escalation and permission cut
Insurers
Underwriting and claims where pricing fairness and explainability are the exam.
What supervisors look for
- Pricing and claims models under model-risk scope
- Consumer outcome monitoring
- Traceable underwriting rationale
- Vendor and embedded-model inventory
What the control plane produces
- Govern Inventory of underwriting and claims AI systems
- Guard Grounding to approved rating and policy sources
- Observe Outcome drift and refusal-rate streams
- Respond Incident pack for pricing or claims anomalies
Relevant instruments
Hospital systems
Clinical decision support that lands in high-risk classes and needs post-market eyes.
What supervisors look for
- High-risk system classification
- Clinical safety monitoring after deployment
- Human oversight for material recommendations
- Audit trail of prompts, context, and outcomes
What the control plane produces
- Govern Materiality and clinical ownership records
- Guard Safety and grounding screens on clinical prompts
- Observe Post-market telemetry and override rates
- Respond Rapid permission reduction on safety breach
Relevant instruments
Pharma & biotech
Trials and GMP manufacturing that live or die on traceability and change control.
What supervisors look for
- Traceability across trial and manufacturing AI
- Predetermined change control for model updates
- Data integrity across systems of record
- Segregation of duties for release decisions
What the control plane produces
- Govern Change-control policy bundles per model version
- Guard Injection and data-boundary screens
- Observe Versioned run logs for inspection readiness
- Respond Hold and notify paths for integrity events
Relevant instruments
Telecom
Fraud, network optimisation, biometrics: leakage risk and fairness on customer outcomes.
What supervisors look for
- Data leakage and retention controls
- Algorithmic fairness on customer outcomes
- Biometric processing safeguards
- Vendor model inventory across the stack
What the control plane produces
- Govern System inventory across network and customer AI
- Guard PII redaction and injection defence
- Observe Fairness and leakage telemetry
- Respond Incident notify and recover workflows
Relevant instruments
Energy & water
Grid and demand automation where a rogue action is an infrastructure event.
What supervisors look for
- Bounds on automated control actions
- Resilience under degraded conditions
- Operator override and auditability
- Third-party model risk in OT environments
What the control plane produces
- Govern Action authority and materiality mapping
- Guard Hard limits on tool and actuator access
- Observe Anomaly streams on automated actions
- Respond Kill switch and recover procedures
Relevant instruments
Legal & professional
Contract review, audit, tax: hallucination liability and client confidentiality.
What supervisors look for
- Hallucination and citation controls
- Client confidentiality boundaries
- Professional duty of care documentation
- Clear human sign-off before client delivery
What the control plane produces
- Govern Matter-level ownership and retention policy
- Guard Grounding to approved corpora; PII screens
- Observe Citation and refusal telemetry
- Respond Escalation before external delivery
Relevant instruments
How we evaluate a fit
We designed this checklist from the buyer side. It is the conversation we want to have first.
- Three real programmes Your hardest governed production cases. Not a demo corpus.
- Proof, not claims Signed packs, telemetry, and policy versions a supervisor can read.
- Integration on your path Observe mode with your identity and logging boundaries.
- Data boundaries What leaves the client environment, and what never should.
- Exit readiness Export, kill switch, and how you leave without stranded risk.
Bring one AI system you need to prove.
Forty-five minutes on your stack and your jurisdiction. We map the control gaps and leave you a clear next step. No slides.
Request a briefing