For most audit and customer reviews, the practical issue is not whether the evidence has an “AI agent” label. It is whether AI-assisted engineering changes can be tied to existing control themes: change management, logical access, production deployment, monitoring, and incident readiness.
Evidence to retain
Change control
Repo, branch, PR, requester, reviewer, workflow file, job, validation, and merge or release decision.
Access control
Agent or workflow identity, credential source, token scope, service account, inherited permission, and owner.
Approval
Who approved a credentialed or production-adjacent action, what policy applied, and why it was allowed.
Outcome
Job result, deployment result, target system, validation evidence, retained logs, and remaining gap.
Map evidence to common audit asks
| Audit or customer ask | AI-assisted delivery evidence |
|---|---|
| Was the change reviewed and approved? | PR review, workflow owner, approval reason, policy decision, timestamp. |
| Was privileged access controlled? | Credential source, token scope, service account owner, environment protection, revocation path. |
| Was deployment or release controlled? | CI job, deploy target, required reviewer, validation output, release result. |
| Can the team investigate later? | Retained logs, actor/session context, target system, outcome, and incident traceability. |
What is not enough
A list of approved AI tools is not enough. A model inventory is not enough. A prompt log is not enough. For software delivery controls, the useful evidence is whether an AI-assisted path could write, deploy, use credentials, publish, or touch production, and whether the action was reviewed and provable.
Evidence packet shape
This packet helps engineering and security answer customer questionnaires, audit requests, and incident reviews without reconstructing the path from chat history, PR comments, CI logs, and credential systems after the fact.
Prepare evidence before the questionnaire arrives.
Clyra maps selected AI-assisted delivery paths and returns a redacted evidence packet your engineering and security reviewers can use.
Map one workflow