Last week a security lead told me about a review meeting. The auditor pointed at one line in a log: an AI agent had pulled a customer file at 2 a.m. The question was simple. Who asked it to, and what rule said yes?
Nobody in the room could answer in under an hour. The agent had valid credentials. The identity checks passed. But the decision itself, the moment where something said "allow", left no record anyone could hand over.
What is AI agent authorization evidence?
It's a record of one access decision, kept so someone else can check it later. For an AI agent, a useful record answers five things: who or what asked, on whose behalf, what data or tool was involved, which policy answered, and why. A login record answers the first one. Auditors increasingly want all five.
Why a normal access log falls short
A typical authorization log holds the request, the policy version, ALLOW or DENY, and a timestamp. That works for a person clicking a button. Agents are different. They hand work to other agents, borrow credentials and run for hours, so the context behind a decision can change mid-task. If you didn't keep that context, you can't rebuild the decision later.
This is already showing up as real risk. In Gravitee's April 2026 survey, 54% of organizations said they had experienced or suspected an AI agent security or data privacy incident in the past 12 months.
What we built, and how it maps to compliance
That gap is what we built Evidence IQ to close. Every time an agent asks to do something, Evidence IQ is designed to keep a record of the decision: the five things above, in one place.
Today we published how those records map to nine compliance frameworks: the EU AI Act, DORA, HIPAA, PCI DSS, NIST SP 800-53, ISO/IEC 27001:2022, SOC 2, SEC Reg S-P and FINRA. Two dates worth knowing: DORA has applied to EU financial entities since January 17, 2025, and the EU AI Act's high-risk obligations under Annex III, including logging (Article 12) and human oversight (Article 14), apply from December 2, 2027. The full release is here: https://www.einpresswire.com/article/948262228/enforceauth-maps-ai-agent-decision-evidence-to-9-compliance-frameworks
Common questions
When can teams use Evidence IQ?
It's expected to be available by the end of Q4 2026.
Is the mapping enough by itself?
No. It supports a compliance program. It doesn't replace your auditor or your own controls, and it implies no certification or endorsement.
Which frameworks are covered?
Nine: the EU AI Act, DORA, HIPAA, PCI DSS, NIST SP 800-53, ISO/IEC 27001:2022, SOC 2, SEC Reg S-P and FINRA. SOC 2 is on the list as a framework customers map to; EnforceAuth's own SOC 2 program is in progress.
How is this different from an access log?
An access log says what happened. Decision evidence says why it was allowed and under whose authority.
Talk to us
If agents already act inside your company, I'd like to hear how you answer that auditor question today: https://enforceauth.com/contact
Mark Rogge, CEO, EnforceAuth
About EnforceAuth
EnforceAuth is the Authorization Context Intelligence company. We help you trust the context your policies use, including the record behind an AI agent authorization decision.