Evidence library
AI control evidence versus insurance decision evidence
AI control evidence can show how a system was governed or what it did. Insurance decision evidence also needs the business context and commitment.
Definition
The precise question
AI control evidence is evidence about model, agent or gateway operation; insurance decision evidence is the basis of a specific consequential act.
Reference model
From category to independent review
Decision assurance
Decision evidence
VES decision envelope
Evidence objects
Independent review
The envelope can link model output, runtime records, policy versions, authority records, claims documents, human rationale, external data and approvals while preserving each source's declared limits.
Insurance example
What this looks like in practice
A gateway receipt shows that an agent action complied with a policy. The claims envelope also records the coverage evidence, authority, human judgement and settlement commitment.
Evidence map
What a reviewer needs to see
- Model or gateway record with source and version
- Insurance evidence and governing conditions
- Human judgement, business authority, commitment and limitations
Layer the evidence
Keep AI control records useful for their native purpose. Add the decision relationship that explains whether the record was relied upon, produced by the system or merely contextual.
A precise boundary
Runtime-control receipts, model-gateway logs, signed action records and policy-enforcement records may form part of a Decision Envelope. They do not, by themselves, establish the full business decision-state unless linked to applicable evidence, business authority, human judgement and organisational commitment.
The VES connection
A published evidence structure
VES 1.2 can carry AI control records as Evidence Objects in a wider decision-state.
Read VES 1.2 for the published Decision Envelope, Evidence Object and verification model.
Boundary
An AI control receipt alone does not establish the complete business decision-state or guarantee a correct, lawful, fair or compliant outcome.
Frequently asked
What does ai control evidence versus insurance decision evidence address?
AI control evidence is evidence about model, agent or gateway operation; insurance decision evidence is the basis of a specific consequential act.
Does this establish that a decision was correct or compliant?
An AI control receipt alone does not establish the complete business decision-state or guarantee a correct, lawful, fair or compliant outcome.