BlogPricing
Sign inBook a demo
← All posts
1 min readPrama

How our agents validate a finding

EngineeringAI Agents

A finding you can't reproduce is a guess. The entire value of a penetration test collapses if the team on the receiving end can't tell signal from noise. That's why every Parameter finding ships with a working proof-of-concept — and why our agents never report a vulnerability they haven't actually triggered.

Probe, exploit, verify

Our agents reason like a human red teamer working a target:

  1. Probe. Map the surface — endpoints, parameters, auth flows, and the business logic that connects them.
  2. Hypothesize. Form a specific, testable claim: "this id parameter is an IDOR that exposes other tenants' records."
  3. Exploit. Build the request that proves it, capturing the full request and response.
  4. Verify. Replay the exploit from a clean state. If it doesn't reproduce, it isn't a finding.

Why proof-of-concept matters

A confirmed exploit changes the conversation. Instead of "the scanner flagged this, please investigate," your engineers get a reproduction they can run, watch fail, and fix — then re-test to confirm the patch holds.

It also keeps us honest. An agent that has to produce a working exploit can't pad a report with theoretical maybes. The bar is binary: did it reproduce, or not?

Validation by construction

Because validation is part of the loop rather than a step bolted on afterward, false positives stay rare — under 1% in practice. You spend your time fixing real issues, not arguing with a tool about whether they're real.