Map the attack surface
Identify reachable tools, data, permissions, policies, and chained actions.
AI red-team testing
Find the attack path before someone else does.
QualiLoop maps your real tools, data, permissions, and workflows, then attacks the risks that are unique to your system.
System-specific attacks
Adaptive adversarial users
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Attack-surface discovery
Attack the real system, not a generic benchmark.
QualiLoop discovers the actions, permissions, data paths, retrieval sources, and safety boundaries that create your actual production risk.
Create targeted attacks
Build adversarial scenarios around real access paths and business risk.
Push until it holds or fails
Adaptive users reframe, escalate, and change tactics across multiple turns.
Adversarial coverage
Test how your system can be abused.
Every attack is paired with a clear defense check and run against the connected system.
Jailbreaks and injection
Pressure policies and plant malicious instructions in content, tools, or retrieval.
Data and permissions
Probe for private records, secrets, system prompts, and unauthorized access.
Tool-chain abuse
Combine allowed actions to test whether they can reach an unsafe outcome.
Failure evidence
See exactly where the defense failed.
Inspect the adversarial conversation, violated check, model response, tool calls, returned data, and the complete path to the unsafe outcome.
Full attack tracesPermanent regression testsSecurity release gates
Continuous security QA
Red team every change, not once a quarter.
Automate attack planning, execution, scoring, and evidence collection.
Test real multi-step tool, data, permission, and policy abuse paths.
Save failures as regressions and rerun them after each system change.
Common questions
Security testing, grounded in your system.
How is this different from a jailbreak benchmark?
Benchmarks are generic. QualiLoop discovers your real tools, policies, permissions, and data access before generating attacks.
Can it test injection through tools or RAG?
Yes. It can test malicious instructions inside retrieved content, documents, webpages, tool output, and user-provided data.
Can red-team tests gate releases?
Yes. Critical attack flows can run on a schedule or in CI/CD and block releases when defenses regress.
Explore all testing modes
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Find the exploit before a real attacker does.
Connect your AI system and turn its real attack surface into continuous security coverage.