Identify and mitigate risks in AI-assisted development

How much of your codebase was written by AI — and how much of it is safe?
AI Risk Manage surfaces hallucinated changes, insecure suggestions, and unreviewed AI edits before they ship.

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Core capabilities

AI Risk Manage traces every step of AI-assisted development and flags the risks hiding in it

Process-level risk tracing

See the risk in the process, not just the diff

Code review catches what landed. AI Risk Manage traces the full chain that got you there — the prompts, the AI responses, the accepted and rejected suggestions — so you can spot the risks reviewers never see.

  • Detect risky prompt patterns and unsafe instructions
  • Track how AI suggestions were reviewed, edited, or blindly accepted
  • Flag iteration cycles that indicate hallucination or confusion
Process-level risk tracing for AI-assisted work
AI vs. human change attribution
Change attribution

Know exactly which changes came from AI

AI Risk Manage groups commits into meaningful units of work and separates AI-generated changes from human-authored ones — so you can target review effort where the risk actually lives.

  • Automatic grouping of related changes
  • Per-commit AI contribution breakdown
  • Full prompt history linked to every change
Risk insights

Actionable insights on AI risk exposure

From intent to final merge, AI Risk Manage compares what the developer asked for with what actually shipped — highlighting drift, scope creep, and high-risk areas that need a second look.

  • Intent vs. outcome drift analysis
  • Visual execution flow of every AI-assisted task
  • Targeted mitigation recommendations
AI risk exposure report
Behavioral risk signals from AI usage
Behavioral risk signals
Coming Soon

Spot the habits that lead to unsafe AI usage

Learn which developers rubber-stamp AI output, which prompts consistently lead to rework, and which workflows ship risk to production — so you can coach teams before incidents happen.

  • Commit-history workflow reconstruction
  • AI interaction pattern visualization
  • Risk-weighted developer and team scoring

Ship AI-assisted code with confidence

Bring AI risk out of the shadows. Get visibility, control, and accountability across every AI-assisted change.

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