Debug Customer AI Escalations Faster
Customer escalations need more than a transcript and a guess. ProofMap turns incidents into repeatable tests and approved fixes.
Get StartedWhy Choose ProofMap
Reproduce complaints
Capture the failing behavior as an objective-bound scenario.
Compare fixes quickly
Test prompt, model, context, and tool changes against the escalation case.
Prevent repeats
Add the scenario to the regression suite before promoting the fix.
Comparison
| Moment | Without ProofMap | With ProofMap |
|---|---|---|
| Evidence request | Teams assemble screenshots, anecdotes, and raw logs after the question arrives. | Qualification reports show prompt, model, tool, fallback, and approval evidence. |
| Production change | Prompt, model, schema, or permission changes are reviewed informally. | Changes run through objective-bound evaluations before promotion. |
| Business pressure | Audits, launches, renewals, and customer escalations force rushed AI decisions. | Teams use existing tests and approved mappings to respond with confidence. |
| Developer workload | Developers chase failures across transcripts, tools, providers, and one-off integrations. | Failures become repeatable tests with clear evidence and approved fixes. |
Frequently Asked Questions
What AI escalations can ProofMap help with?
Wrong answers, bad tool calls, poor escalation, hallucinated workflow steps, cost spikes, latency issues, and unsafe responses.
How does this help support teams?
It gives support and engineering a shared record of what failed, what was fixed, and how the fix was qualified.
What makes this useful for developers?
It turns AI behavior changes into repeatable tests, reduces manual investigation, and provides concrete evidence for prompt, model, MCP, and runtime decisions.
What does ProofMap produce?
ProofMap produces objective-bound evaluations, failure evidence, recommendations, and approved prompt or runtime mappings for production use.
Close escalations with proof
Turn customer complaints into tested improvements.
Start qualifying prompts