Product
A vulnerability scanner produces findings. Our engine reads them once more and asks: is this actually true, is it a duplicate, is it already known, or is it vibecoded misconfiguration flagged as a CVE. What survives three filters ends up in the report.
39 findings removed along the way. 11 were duplicates or already known. 16 could not be reproduced against your live environment. 4 were flagged as false positives by FP-learning. 8 were outside verified scope.
Mechanics
Each filter removes a specific class of noise. You cannot run them in the wrong order, because doing so removes signals you need later.
the same vulnerability is often seen by multiple tools at once (nuclei + httpx + nikto). The engine merges them into a single finding with highest confidence, so you do not get three rows about the same thing. Cross-cycle duplicates are also matched, so a finding flagged again is not a "new" finding.
Removes 30 to 50 percent of raw findings.
each remaining finding is double-checked with a self-test against your actual environment. SQL-injection template that triggers without parameters? Reality says 200 OK on a static page. Removed. Snapshot diffing against the previous scan cycle removes findings that changed without being actual vulnerabilities (CDN rotation, cache busting).
Removes another 40 to 50 percent of what remains.
findings the operator previously marked false positive are stored as patterns. The next scan recognizes the same pattern and auto-demotes to info level with the [Learned FP] tag. Scope validation prevents findings from leaking outside verified hostnames (no report on your vendors' domains even if a tool happened to land there).
Removes remaining noise.
The Verification Engine removes the noise. The artisanal pass (an Opus-driven review, scope-aware with evidence grounding) looks at what remains and asks: is this the full picture, are there coverage gaps the standard scan missed? It rarely adds new findings, but when it does they are well grounded.
Together they turn a continuous pentest into a short, prioritized list. Not 47 rows. 8.
Free health check on one domain, no credit card.