Verification register Security & Identity
Current reading
Readiness band and full integer triple
AI-assisted assembly · derived results
Readiness band
Watch
Primary summary from verified readiness
- Confidence
- 64% · stale
- Computed at
- 2026-07-27T18:59:03.84872+00:00
- Claimed
- 65
- Reported
- 55
- Verified
- 43
- Gap
- +22
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed leads verified
Evidence strength Strong
Decision
What the current evidence supports
Human editorial judgment · 2026-07-27
Adopt with guardrails
- Why
- Real enterprise deployment and a $1B+ valuation confirm the volume/speed advantage is commercially validated (matched a 20+-year senior human pentester's 85% score on a 104-scenario benchmark, in 28 minutes vs. 40 human-hours), but HackerOne co-founder Michiel Prins and independent reviewers confirm it excels at volume/low-complexity findings while nearly 43% of its reports are non-actionable (informative, not-applicable, or duplicate) and human review remains mandatory before submission — it augments, not replaces, a human security team today
- Next
- Pilot on scoped, non-production web-app targets with mandatory human triage of every finding before treating results as production-validated; do not rely on it for network, infrastructure, or cloud-layer testing, or for business-logic vulnerability classes
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 6
- Tier 1
- 1
- Tier 2
- 5
- Tier 3
- 0
- Supports
- 3
- Contradicts
- 3
- Context
- 0
- Latest observed
- 2026-03-18
Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.
Publication record
Revisions
Initial public reading
- 2026-07-27 Reading moved from watch to watch.