Test AI APIs before launch
Test injection, unstable outputs, and boundary breaks on completion endpoints.
Your API is an attack surface even without a chat UI.
What can go wrong
- Hostile payloads in API inputs change behavior.
- Responses leak training-adjacent or internal context.
- Outputs vary wildly under edge inputs.
Why happy-path testing misses this
- Contract tests rarely include adversarial payloads.
What Agnostics tests
- Prompt injection
- Hallucination pressure
- Boundary bypass
- Permission abuse
Useful finding example
Injection finding via nested JSON field in API request body.
Release Gate
Fix when API exposes sensitive patterns to unauthenticated callers.