ENTRY № 39 · DEFINITION · PER-ACTION EVIDENCE RECORD
PUBLISHED 2026-06-04 · ~10-MIN READ · WARRANT COMPLIANCE

What is a per-action evidence record for an AI agent?

A per-action evidence record is a record that states, for each action an AI agent took, which regulatory obligation governed it and whether the action satisfied it, independently verifiable without contacting the vendor. It is not a log. A log records what happened for an engineer. A per-action evidence record records what happened, which clause governed it, and whether it was met, for the regulator who reads it in place of your telemetry. It is the deliverable layer, not the runtime layer.

Warrant is regulator-grade evidence infrastructure for AI agents in regulated industries: drop an agent's execution trace, get a record mapped to a specific EU AI Act obligation, independently verifiable without contacting Warrant.

UNIT
1 action· 1 record
Each consequential agent action becomes one record naming the obligation that governed it.
PROVES
Met?
Which clause governed the action, and whether it was satisfied, on the verbatim regulator text.
READER
Regulator
Read in place of telemetry. Independently verifiable without contacting the vendor.
01 · THE DEFINITION

The definition, self-contained.

A per-action evidence record is a record that states, for each action an AI agent took, which regulatory obligation governed that action and whether the action satisfied it. It is independently verifiable without contacting the vendor. It is the unit of the evidence layer: one consequential agent action in, one record out.

The phrase carries three claims, each load-bearing. Per-action: the record is scoped to a single action the agent took, not to a session, not to a system lifetime, not to a day. Evidence: the record exists to be read by an outside party who was not present, retained against the regulator clock rather than the engineer's debugging window. Record mapped to a specific obligation: each record names the exact clause it was evaluated against, for example EU AI Act Article 12(1), and states whether the action met it.

A running log over a system lifetime and a discrete record per action both technically allow for the recording of events. The difference is what a regulator can do with each. A log says the system kept records. A per-action evidence record says: on this action, this clause applied, and here is whether it was met. The first answers a question about the system. The second answers a question about the action. Where the EU AI Act leaves the granularity undrawn is the subject of Article 12 and agentic per-action records.

02 · NOT A LOG

What it is not.

The most common error is to confuse the per-action evidence record with the log it is built from. They sit at different layers, answer to different readers, and survive for different lengths of time. The four-layer split is worked through in the four-layer evidence stack; the short version is the table below.

Property Observability log / trace Per-action evidence record
Reader The on-call engineer The auditor, the regulator, a court
Question What happened, and is the system healthy? Which obligation governed this action, and was it met?
Timeframe Now to last 7 to 30 days Years, against the regulator clock
Granularity Spans, metrics, sampled events One record per consequential action
Verifiable by an outsider No, you must trust the vendor's store Yes, independently, without contacting the vendor

An observability platform produces no record an outside party can independently check. It rotates events out before the regulator clock starts, and it samples high-volume traces. A per-action evidence record is built downstream of the trace, retained against the obligation's horizon, and constructed so any party can confirm it has not changed since the action, without contacting the vendor.

"A log records what happened for an engineer. A per-action evidence record records what was required, and whether it was met, for a regulator."Warrant Compliance · 2026-06-04
03 · WHAT IT PROVES

What it proves, and to whom.

A per-action evidence record makes four claims an outside reader can check. Each is a property a sceptical auditor can test, not a marketing line.

1
The action happened, in the form recorded, drawn from the agent's execution trace. PROVENANCE · the record is grounded in the trace, not asserted after the fact.
2
A specific obligation governed it, named to the sub-clause, with the verbatim regulator text. MAPPING · a record mapped to a specific EU AI Act obligation, not a regime in the abstract.
3
The action satisfied that obligation, or it did not, with the basis stated. FINDING · compliance status per action, the finding the regulator came to read.
4
The record is unchanged since the action, checkable by any party without contacting the vendor. INTEGRITY · tamper-evident, independently verifiable, on the public record.

The reader differs by setting. The deployer of the high-risk agent reads it first, because the deployer carries the obligations and signs their name to what the agent does; that responsibility is set out in the Article 26 deployer obligations. The auditor reads it during a post-incident review. The regulator reads it in place of the firm's telemetry when an inquiry opens. Because it is independently verifiable without contacting the vendor, a court or a notified body can read it with no dependency on the vendor being online or honest.

04 · WHICH REGULATIONS

Which regulations require it.

No regime uses the phrase "per-action evidence record". Each writes the same underlying demand in its own register: produce, retain, and stand behind a record of what the AI did, mapped to the obligation that governed it. The general anchor is the EU AI Act:

High-risk AI systems shall technically allow for the automatic recording of events (logs) over the lifetime of the system. Regulation (EU) 2024/1689 · Article 12(1) · 13 June 2024

Article 12 sets the obligation; Annex III sets which systems are in scope, including the Annex III §5(b) creditworthiness use case that pulls a lending agent into high-risk. The same demand recurs across regimes. One agent action evaluated against many regimes at once is the subject of one agent, many jurisdictions. The per-clause mapping, in brief:

Regime Anchor clause What the record must show per action
EU AI Act Art. 12(1) + Annex III + Annex IV Lifetime event record for the high-risk use case; technical documentation of the action.
NYDFS Part 500 § 500.6(a)(2) Audit trail to detect and respond to Cybersecurity Events for a Covered Entity.
Federal Reserve SR 11-7 (carried by SR 26-2) Documented model risk management for any model whose output materially affects the institution.
FCA Consumer Duty, PS22/9 Principle 12 Evidence of good outcomes and avoided foreseeable harm for retail customers.
RBI FREE-AI framework Responsible-and-ethical-enablement record across the AI's lifecycle.
MAS FEAT principles Fairness, Ethics, Accountability, Transparency evidence for the decision.
India DPDP Act 2023 Data Fiduciary obligations Lifetime accountability of the Data Fiduciary to the Data Principal for the personal data touched.

The clauses differ in scope and framing, and they do not all collapse into one another; where they diverge, an honest record holds the difference explicit rather than pretending the strictest covers all. What they share is the unit: the record of a single action, mapped to the clause that governed it. That shared unit is what a per-action evidence record names.

05 · THE FIELDS IT CARRIES

The fields it carries, made explicit.

A per-action evidence record is structured, not prose. Three groups of fields make it readable by a machine for matching and by an auditor for judgement. The shape below is the citable evidence shape, the same one a regulator can field-match without parsing display text.

The action. Drawn from the agent's execution trace as trace.actions[*]: the actor, the action taken, the subject it touched, the inputs it weighed, the outputs it produced, the timestamp. This is what happened, grounded in the trace rather than asserted later.

The authorization envelope. Per action, an authorization_envelope records whether the action was within_purpose, whether preconditions_met, whether human_oversight_appropriate, whether the action was reversible, and a justification grounded in the trace. This is the structured assessment of whether the action was permitted to be taken, in the form an auditor can read row by row.

The obligation map. For each action, the specific sub-clause it was evaluated against, the verbatim regulator text, the canonical source URL, and a compliance status. A field maps to a clause: trace.actions[*] satisfies EU AI Act Article 12(1) for the action; the full authorization_envelope satisfies NYDFS § 500.6(a)(2); authorization_envelope.human_oversight_appropriate carries the EU AI Act Article 14 human-oversight finding. The mapping is the field-to-clause binding that lets a regulator read the record against the statute.

The record is constructed so the same bytes can be checked by a third party, with no call to the vendor, and so the finding can be reproduced from the trace it was built on. The structure is the evidence; the structure is what a regulator field-matches against the clause.

06 · THE DELIVERABLE LAYER

The deliverable layer, not the runtime layer.

A per-action evidence record lives downstream of the agent. The agent runs; it emits an execution trace; the record is built from that trace after the action, mapped to the obligation, and assembled into a deliverable a regulator reads. It is not a guardrail that stops a bad action in the millisecond before it happens. It is the artefact that proves, months or years later, what the agent did and whether it was within its obligations.

This is the line between runtime and evidence. A runtime guard prevents harm and produces a decision the engineer sees. A per-action evidence record proves past behaviour and produces a finding the regulator reads. A firm needs both, but they are different products with different readers, and the record is the one a regulator asks for when an inquiry opens. The split is set out in full in the four-layer evidence stack.

Because it is the deliverable layer, the per-action evidence record is the thing a deployer can put in front of a regulator in place of telemetry. The telemetry answers a question the regulator did not ask. The per-action evidence record answers the one she did: on this action, which obligation governed it, and was it met. That is the record a regulator reads.

07 · GLOSSARY

Adjacent terms, defined.

record
Per-action evidence record · the unit. A record stating, for one AI agent action, which obligation governed it and whether it was satisfied, independently verifiable without contacting the vendor. SCOPE · one action, one record, mapped to a specific clause.
attest.
Attestation · the property that makes the record stand on its own: any outside party can confirm it is unchanged since the action, without contacting the vendor. SCOPE · a property of the record, not a separate document. Tamper-evident, on the public record.
package
Evidence package · the assembled deliverable, often a single PDF, that gathers the per-action records for a trace and renders them for a regulator. SCOPE · the bundle. One trace in, one package out, carrying every record's obligation map.
deployer
Deployer obligation · the duty borne by the party operating a high-risk AI agent in service, who signs their name to what the agent does under EU AI Act Article 26. SCOPE · the reader who carries the obligation and orders the record.
trace
Execution trace · the structured account of what the agent did, the raw material the record is built from, addressable as trace.actions[*]. SCOPE · the input. The record is downstream of the trace.
08 · FAQ

Questions a compliance officer asks first.

What is a per-action evidence record for an AI agent?

A record that states, for each action an AI agent took, which regulatory obligation governed it and whether the action satisfied it, independently verifiable without contacting the vendor. It sits downstream of the agent and is the deliverable a regulator reads in place of raw telemetry. Each record names the specific clause it maps against, for example EU AI Act Article 12(1), and carries the structured fields that ground the finding.

How is it different from a log or an observability trace?

A log records what happened for an engineer to debug. A per-action evidence record records what happened, which obligation governed it, and whether it was met, for an auditor or regulator to read years later. Telemetry rotates out in 7 to 30 days, samples high-volume events, and produces nothing an outside party can independently check. A per-action evidence record is retained against the regulator clock, is lossless for the attestable action, and is verifiable without contacting the vendor.

Which regulations require a record per AI agent action?

EU AI Act Article 12(1) requires automatic event logging over the lifetime of a high-risk AI system, with high-risk use cases set out in Annex III. NYDFS 23 NYCRR Part 500 § 500.6(a)(2) requires audit trails. Federal Reserve SR 11-7, carried forward by SR 26-2, requires documented model risk management. The FCA Consumer Duty under PS22/9 Principle 12 requires evidence of good outcomes. RBI FREE-AI, MAS FEAT, and the India DPDP Act 2023 each impose lifetime accountability obligations. A per-action evidence record maps a single agent action to the specific clause in each regime that governs it.

Who reads a per-action evidence record?

The deployer of the high-risk agent, who carries the Article 26 deployer obligations and signs their name to what the agent does, reads it first. The auditor reads it during a post-incident review. The regulator reads it in place of the firm's telemetry when an inquiry is opened. Because it is independently verifiable without contacting the vendor, a court or a notified body can read it too, with no dependency on the vendor being online or honest.

What fields does a per-action evidence record contain?

It carries the action drawn from the agent's execution trace, an authorization envelope that records whether the action was within_purpose, whether preconditions_met, whether human_oversight_appropriate, whether the action was reversible, and a justification grounded in the trace. It carries an obligation map: for each action, the specific sub-clause it was evaluated against, the verbatim regulator text, and a compliance status. The same record can be checked by a third party without contacting the vendor.

Is it the same as an attestation or an evidence package?

No. An attestation is the property that makes the record stand on its own: that any outside party can verify it is unchanged since the action, without contacting the vendor. An evidence package is the assembled deliverable, often a single PDF, that gathers the per-action records for a trace and renders them for a regulator. The per-action evidence record is the unit. The attestation is the property. The evidence package is the bundle.

09 · READ THE SOURCE

Read the source directly.

Authored by Warrant Compliance, the regulatory-analysis function at Warrant. [email protected]. A definition of a category term, with verbatim regulator excerpts sourced from the canonical URLs above. Not legal advice. The verbatim quotation of Article 12(1) reflects the official English-language text of Regulation (EU) 2024/1689 as published in the Official Journal of the European Union on 12 July 2024.