Catch partial leaks
Real attacks often extract fragments, rules, or behavioral hints before full disclosure. ZeroLeaks classifies leaks from hints to complete extraction.
Prompt leakage defense
ZeroLeaks probes for direct, partial, and inferred disclosure of hidden instructions so teams can protect proprietary prompts and internal operating logic.
Direct and indirect extraction probes
Leak-depth scoring from hints to complete disclosure
Prompt hardening recommendations
Real attacks often extract fragments, rules, or behavioral hints before full disclosure. ZeroLeaks classifies leaks from hints to complete extraction.
The scan looks for exposed tool schemas, routing logic, retrieval rules, copyright policies, and operational constraints that attackers can use to escalate.
Findings include the attack path and remediation guidance so teams can reduce leakage without breaking useful assistant behavior.
Yes. Even when full prompts are protected, partial disclosure can reveal internal logic, tool access, and guardrail rules that help attackers go deeper.
System prompts are processed transiently for scans. Reports store findings and metadata, not full prompt copies.