Evidence, not a conformance claim.
Findings mapped to control families, ranked by depth and breadth, exportable as an evidence pack.
An auditor doesn't accept a checkmark. They ask what you measured, where, and what it found. The compliance surface turns every agent finding into framework-mapped evidence — so you can show your controls instead of asserting them.
You can't prove your agent controls to an auditor.
The compliance officer owns the answer when a regulator asks how autonomous agents are governed. Today that answer rests on a spreadsheet of checkmarks that no auditor will accept at face value.
A checkmark is not evidence
A green box in a GRC tool says someone believes a control exists. It doesn't say what was measured, on which agents, or what the measurement found. An auditor asks for the measurement.
You can't tell coverage from a blind spot
A framework with zero findings looks identical to a framework you never measured. One is conformance; the other is a gap you'd be signing your name under.
Findings aren't tied to controls
Security raises findings. Compliance owns frameworks. Without a mapping between them, every audit becomes a manual reconciliation done under deadline.
Every finding becomes mapped, weighted, and exportable evidence.
Auto-map to control families
Each finding is tagged to OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, ISO 42001, and the EU AI Act — so a finding becomes an entry against a named control, not a loose alert.
Weight by depth and breadth
For each framework, see findings (depth) against agents measured (breadth). A framework's standing reflects both how much you looked and how much you found.
Flag evidence gaps
A framework measured only on shadow agents is marked as a blind spot, not a pass. Zero findings on an unmeasured fleet is false confidence — and it's labeled as such.
Exportable evidence pack
Findings, their control mappings, and the agents they apply to assemble into a document you'd hand a regulator. You walk into the audit with the artifact, not a promise to produce one.
Honest about what wasn't measured
Where the fleet wasn't instrumented, the pack says so. An auditor trusts evidence that admits its own boundaries far more than a wall of green.
Live findings, already mapped to control families.
Walk into the audit with evidence.
See your findings mapped to control families, with blind spots named, exportable in one pack.