Govern the moments where insurance losses happen
Insurance AI does not fail in the abstract. It fails when a claim is settled, a quote is changed, or a customer action is taken without the right controls. KLA puts approval thresholds and runtime lineage exactly where those decisions occur.
The workflow pain
Legal and risk teams do not object to automation in principle. They object to money-moving and customer-affecting decisions that cannot be intercepted, reviewed, or explained.
Block
Block recommendations that exceed authority limits or violate policy checkpoints
Review
Review edge cases, large settlements, and sensitive denials with named approvers
Allow
Allow only the approved action and record the full lineage behind it
Governed examples
- Claims settlement recommendations above delegated authority limits
- Underwriting changes that materially affect pricing or eligibility
- Fraud and SIU escalation workflows triggered by AI-generated risk signals
What reviewers ask for
- Authority band, policy result, and workflow context attached to the action
- Reviewer identity, decision rationale, and exact timestamp
- Signed lineage for outbound claim or underwriting action
Claims handling and pricing answer to different rulebooks
The reason a single AI-governance checklist does not satisfy an insurer is that the obligation depends on what the agent is actually doing. Claims-intake triage is claims handling; risk assessment and pricing can be EU AI Act high-risk. KLA gates each decision against the regime that actually binds it rather than a generic policy.
NAIC AI Model Bulletin + state unfair-claims-practices law (Model #900)
A written AI Systems program and fair-handling duties govern routing, settlement, and denial — this is where KLA gates each FNOL and settlement decision.
EU AI Act Annex III(5)(c) for life-and-health risk assessment and pricing
Where an AI step performs the risk assessment or pricing the EU AI Act enumerates as high-risk, the human-oversight and record-keeping obligations attach.
Workflow blueprints
These reference blueprints walk through the exact runtime gates KLA applies to an insurance agent you already built — at first notice of loss and at the settlement recommendation — with contested fast-tracks, large settlements, and SIU fraud flags routed to a named approver before the action executes, and the lineage sealed as independently verifiable evidence. KLA governs the agent; it does not build or sell it.