Turn AI Incidents Into Tested Fixes
Post-incident work should produce better controls, not just a memo. ProofMap helps teams reproduce the failure and prove the fix.
Get StartedWhy Choose ProofMap
Reproduce the failure
Create or rerun objective tests that capture the incident behavior.
Compare fixes
Evaluate prompt, model, tool, and fallback changes against the failing scenarios.
Document the recovery
Keep evidence showing what failed, what changed, and what is now approved.
Comparison
| Need | Ad hoc workflow | ProofMap |
|---|---|---|
| Connect tools and context | Developers wire custom integrations and debug behavior from raw logs. | Use MCP for standardized access and ProofMap to qualify tool behavior against objective tests. |
| Control production behavior | Prompt, model, and tool changes move through manual review or informal judgment. | Promote only prompt packages and runtime mappings that pass evaluation gates. |
| Save time and cost | Teams repeat setup, review, and model comparison work for every agent change. | Reuse tool connections, rerun objective suites, and compare cost, latency, and quality together. |
| Handle timing events | Launches, incidents, renewals, schema changes, and traffic spikes trigger rushed decisions. | Keep evidence-backed evaluations and fallback mappings ready before the timing pressure arrives. |
Frequently Asked Questions
What AI incidents can ProofMap help with?
Provider outages, tool misuse, unsafe outputs, cost spikes, latency regressions, and quality drops can all become test cases.
How does this help after the incident?
It turns the incident into a regression test so the same failure is easier to catch next time.
How does this save developer time?
ProofMap reduces repeated manual review, model comparison, prompt regression checks, and tool-use debugging by making them repeatable evaluation workflows.
What does ProofMap produce?
It produces objective-bound evaluations, failure evidence, recommendations, and approved prompt or runtime mappings that developers can use in production.