Ship Better Prompts Faster
Prompt iteration slows down when every change needs manual review. ProofMap automates regression checks so teams can move quickly without flying blind.
Get StartedWhy Choose ProofMap
Automate regression checks
Run every prompt candidate against objective-bound tests before approval.
Compare runtime behavior
See whether a prompt works across current and challenger models without repeating manual review.
Promote approved packages
Turn passing candidates into retrievable prompt packages for production use.
Comparison
| Decision area | Ad hoc workflow | ProofMap |
|---|---|---|
| Model or provider change | Teams compare demos, skim logs, and make a judgment call under pressure. | Run baseline-versus-challenger evaluations and see pass/fail evidence before a change ships. |
| Cost and performance tradeoff | Savings, latency, and quality are discussed separately, usually without a shared source of truth. | Compare quality evidence with cost, runtime, and fallback options in the same qualification workflow. |
| Production approval | Prompts and model choices move through informal review or one-off scripts. | Only qualified prompt packages and runtime mappings are promoted for production use. |
| Incident readiness | Fallbacks are invented after prices change, providers fail, or behavior drifts. | Backup models, prompt mappings, and fallback policies are qualified before they are needed. |
Frequently Asked Questions
How does ProofMap reduce prompt review time?
It replaces repeated manual inspection with structured evaluations, evidence links, and clear pass/fail outcomes.
Does faster prompt shipping mean weaker governance?
No. The speed comes from automated evidence, not skipping approval criteria.
Who is this for?
Teams building AI agents or LLM-backed workflows that need evidence before changing prompts, models, providers, or fallback policies.
What does ProofMap produce?
A qualification trail: objective-bound evaluations, failure evidence, recommendations, and approved prompt or runtime mappings for production use.
Accelerate prompt releases
Move from prompt candidate to approved package with less waiting and more proof.
Start qualifying prompts