Exposure Validation

Offensive agents are good at producing findings. The hard part is proving what happened, and holding clean results to the same standard as positive ones.

A control can be documented, evidenced and tested, and still not be true as stated. The useful AI problem in compliance is testing whether the full claim holds.

Egnyte cut median time to mitigate critical open-source vulnerabilities with Endor Labs. Not by pushing engineers to work faster or auto-closing unreachable findings, but by surfacing ownership and exposure evidence earlier. Next: agents that remove the remaining latency.