AI Output Safety Testing
Test AI model output for unsafe rendering before it reaches users.
Test AI model output for unsafe rendering, injection, link safety, and side-effect risks. Select your output sink type and paste model output for deterministic safety analysis.
8 sink types
HTML, Markdown, JSON, tool call, email, database, code execution, and terminal output safety analysis.
15 output safety rules
Comprehensive rule set covering injection, rendering, link safety, and side-effect risks per sink.
OWASP LLM05 coverage
Maps findings to Improper Output Handling risk category with evidence-ready output.
No LLM calls
Fully deterministic analysis — paste model output and get structured safety findings immediately.
SECENG WORKBENCH
Ready to put SecEng Output Safety Tester to work?
Scope a Workbench-backed review — we'll map the AI surfaces, identify the highest-priority gaps, and give you clear findings before any larger commitment.
Also in the Workbench
WHAT AI DO WE HAVE?
SecEng Surface Scanner
Browser, repo & IDE discovery for AI assets, vendors, and risky patterns.
WHERE CAN AI CODE BECOME AN ATTACK PATH?
SecEng Code Scanner
AI-native SAST and marketplace readiness for AI-enabled apps, agents, integrations, and managed packages.
WHAT DID IT ACTUALLY DO?
SecEng Runtime Proxy
MITM capture, replay & runtime evidence reconstruction.
HOW CAN IT FAIL UNDER ATTACK?
SecEng Adversarial Range
Scenario-driven AI red-team testing for prompts, agents, tools, RAG, and multimodal systems.
WHAT CAN AGENTS ACTUALLY DO?
SecEng Authority Graph
Agent authority, tool permissions, approval paths & delegated-action risk.
WAS RETRIEVAL AUTHORIZED?
SecEng RAG Test Harness
Test retrieval security & context authorization.
WHERE ARE THE TRUST BOUNDARIES?
SecEng Threat Canvas
Structured AI threat modeling, trust-boundary mapping, and abuse-path planning.
WHAT DO OUR PUBLIC AI CLAIMS REVEAL?
SecEng Trust Scanner
Public trust surface scoring across six AI governance dimensions.
WHERE DO TRUST BOUNDARIES LIVE IN JIRA?
Atlassian Threat Canvas
AI threat models that ship to Jira and Confluence.
DO YOUR AGENTS HAVE TOO MUCH PERMISSION?
SecEng Agent Permission Analyzer
Deterministic permission security analysis for AI agent tool configs.
WHAT'S INSIDE YOUR AI ARTIFACTS?
SecEng Artifact Analyzer
Static artifact intelligence for AI security and evidence packaging.
HOW RESILIENT IS YOUR SYSTEM TO INJECTION?
SecEng Injection Harness
Structured prompt injection probes with evidence session export.
ARE YOUR PROMPTS SECURE?
SecEng Prompt Reviewer
Deterministic rule-based scanner for system prompts and RAG corpus documents.
WHO CONTROLS WHAT MODELS CAN DO?
SecEng Model Gateway
Governed AI routing, policy enforcement, and spend control.
WHAT DOES YOUR AI SECURITY PROGRAM LOOK LIKE?
SecEng Program Blueprint Kit
Complete AI security program structure for Jira, Confluence, and Linear.
WHERE DOES YOUR PROGRAM STAND?
AI Security Program Scorecard
14-domain AI product security baseline with evidence pack generation.
WHAT CAN YOUR AI TOOLS REALLY DO?
SecEng Tool Capsule Analyzer
Analyze MCP servers, OpenAPI specifications, and AI tool definitions to understand capabilities, permissions, and attack surface.
WHERE ARE YOUR PRODUCTION PROMPTS?
SecEng Prompt Asset Scanner
Inventory and review system prompts, developer prompts, agent instructions, and prompt templates for security risks.
WHAT CAN YOUR AGENTS ACTUALLY DO?
SecEng Agent Authority Diff
Compare declared permissions with observed capabilities to identify excessive agent privileges and unsafe tool access.
WHICH AI DEPENDENCIES CHANGE RELEASE RISK?
SecEng Supply Chain Scanner
Identify AI-specific dependency, model loader, framework, and supply-chain security risks.
CAN YOU PROVE WHAT YOUR EVALS COVER?
SecEng Eval Coverage Auditor
Measure whether AI security evaluations adequately cover prompt injection, tool abuse, RAG, memory, and other critical attack classes.
ARE YOUR AI CONFIGS SAFE TO DEPLOY?
SecEng AI Config Linter
Identify AI-specific dependency, model loader, framework, and supply-chain security risks.
CAN YOU PROVE WHAT YOU'VE DONE?
SecEng Evidence Packs
Buyer-ready evidence artifacts from AI security assessment and testing.