Clean Up Prompt Sprawl
Prompt libraries get messy fast. ProofMap helps teams decide what should be retired, merged, rewritten, or approved.
Get StartedWhy Choose ProofMap
Find duplicate behavior
Compare prompts that attempt the same workflow across teams or runtimes.
Protect working cases
Regression test consolidated prompts before replacing existing ones.
Create approved packages
Promote the prompts that pass and retire unqualified variants.
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
Why consolidate prompts?
Scattered prompts create inconsistent behavior, duplicated maintenance, and unclear ownership.
How do we avoid breaking working prompts?
Use baseline evaluations and compare consolidated candidates before promotion.
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.