jailbreak detection API

Jailbreak Detection API for AI Products

A jailbreak detection API helps product teams spot when users or untrusted context try to bypass safety, policy, or tool boundaries in an LLM app.

Where it fits

  • Screening prompt traffic before it reaches a high-privilege model or agent tool.
  • Adding security telemetry to moderation, support, coding, or research assistants.
  • Testing whether a known jailbreak family still works after prompt or model changes.

Operational steps

  • Send the candidate prompt, recent turns, policy name, and app surface to the detection endpoint.
  • Use the response severity to block, review, log, or downscope the request.
  • Replay known jailbreak families in staging before release.
  • Feed confirmed misses back into a custom test pack for future regression scans.

Common risks

  • A single-turn classifier misses gradual roleplay or authority-shifting attacks.
  • The app detects toxic language but not attempts to override system instructions.
  • Detection logs contain sensitive user text without minimization controls.

How PromptGuard Scan fits the workflow

PromptGuard Scan combines a maintained jailbreak library with scan reports and API responses that fit product telemetry, CI checks, and security review workflows.

Ready to test a real AI surface?

Pricing

Team annual is selected by default.

Annual billing is 50% off. All plans use Polar checkout and keep the product page open.

Dev

For solo builders validating one product before launch.

$25/mo
$294 billed yearly. Save 50%.
5 apps500 scans
  • Prompt injection scans
  • Jailbreak template checks
  • PII and key leak detection
  • HTML risk report
  • Email support

Enterprise

For platform teams, private deployments, and audit-heavy AI systems.

$250/mo
$2,994 billed yearly. Save 50%.
Unlimited appsUnlimited scans
  • Everything in Team
  • Private deployment path
  • Custom test packs
  • Compliance evidence exports
  • Priority security review support

Security playbooks

Practical guides for LLM app security decisions.

Related AI workflow reference

Teams comparing workflow plans with launch and market assumptions can also review MiroFish AI Simulator, a companion reference for simulation-style product reasoning.