ConsultingWorkbench-backed AI security engagements — map, attack, defend, and prove your AI systems.
Scope a Review

SecEng Defend · Labs

Output Handling Safety Tester

Paste model output, select the output sink, and get instant safety analysis. Tests HTML rendering, Markdown link safety, JSON parsing risks, tool call arguments, and side-effect patterns.

  • • HTML sink: script tags, event handlers, iframe, object/embed detection
  • • Markdown sink: image beacons, javascript: links, open redirects
  • • JSON sink: command fields, over-scoped resource arguments
  • • Tool call sink: dangerous action patterns, argument injection indicators
  • • All sinks: hidden context leakage, embedded secret detection

8 sink types

HTML, Markdown, JSON, tool call, email, DB, code

15 output rules

Across hidden leakage, injection, side effects

OWASP LLM05

Improper output handling mapped

No LLM calls

Fully deterministic pattern detection

Load example:

Next step

Need a full output handling review?

We assess model output sinks, rendering pipelines, injection defenses, and side-effect authorization controls — mapped to OWASP LLM Top 10 and compliance frameworks.