Logs can often show
- • Events and timestamps
- • Requests and responses
- • Actor or service identifiers
- • Tool calls and status codes
- • Denial or error messages
- • System-specific traces
AI Audit Evidence
Are AI agent logs enough for an audit?
Logs matter. But “we have logs” and “the evidence supports this execution claim” are not the same statement. The right question is what proposition the audit needs to establish—and whether the available logs, authority records, receipts, traces, and outcome evidence actually support it.
The audit may still need to prove
- • Authority was valid for this action at this time
- • Evidence remained applicable
- • Material changes were handled
- • The committed action matched execution
- • A protected consequence did or did not form
- • The claimed outcome corresponds to reality
Proof boundaries
Two artifacts show why the distinction matters.
TA14-EA-000020 · Execution correspondence
Examines a case where what executes differs from what was committed, illustrating why event presence alone does not establish correspondence.
Inspect artifact →
TA14-EA-000030 · Non-occurrence boundary
Shows why an internal denial can support a route-specific finding without automatically proving that a protected consequence did not occur elsewhere.
Inspect artifact →
Do not throw away your logs.
The point is not that logs are weak or useless. The point is to stop asking them to prove more than they contain. A bounded examination starts with the claim, maps the evidence required to support it, preserves the native records, and identifies what is established, missing, contradictory, or outside the available proof boundary.
Frequently asked questions
Are AI agent logs audit evidence?
Yes, logs can be important audit evidence. The question is whether the available logs and related records are sufficient to support the specific claim under examination.
Does a denial log prove an AI action never happened?
Not by itself. It may prove a denial occurred on a particular path. A broader non-occurrence claim can require evidence covering the relevant downstream execution surface.
What is execution evidence?
Execution evidence is the proposition-specific record used to support what was authorized, committed, executed, restrained, or produced as an outcome. It can include logs but is not limited to them.
Have logs and a claim? Start there.
For $249, submit one bounded claim and one evidence set for an Execution Evidence Snapshot. Larger authority, failure, changed-condition, or replay questions can move into a $750+ Execution Claim Review. Qualifying paid TA-14 activity also participates in Environmental Integrity Reinvestment under the governing terms.