Resources
AI Security Findings Are Easy to Generate. Hard to Prove Closed.
The bottleneck has moved from discovery to proof, remediation, and validation.
Where the real cost lives
Modern AI tooling can generate thousands of findings. Every one still needs review, proof, prioritization, remediation, validation, and documentation — and for larger organizations that adds up to major time and budget.
Review
Decide whether the finding is real or noise.
Proof
Tie the finding to a concrete code path, data flow, and missing guard.
Prioritization
Rank by exploitability and business impact.
Remediation
Generate context-aware fix guidance.
Validation
Confirm the vulnerable path is closed.
Documentation
Produce durable, exportable audit evidence.
How Telhawk closes the loop
Galen© turns raw findings — from any frontier AI system — into proof-backed, prioritized, remediation-ready, validated outcomes.