Bug bounties are swamped by AI noise, non-repro claims, and fakes. Using zkTLS for privacy-preserving, verifiable exploit proofs via TLSNotary attestations, triagers check responses programmatically, bound to server keys, slashing verification time while protecting researcher IP.