Benchmark Before the LLM Contract Renewal
Renewal season is the right time to test leverage. ProofMap compares providers against your real objectives, not generic benchmark claims.
Get StartedWhy Choose ProofMap
Measure alternatives
Qualify challenger vendors before pricing conversations start.
Quantify switching risk
See which workflows can move, which need fallback, and which justify premium spend.
Negotiate from evidence
Use your own pass rates, failures, and cost comparisons in vendor discussions.
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
Why test before contract renewal?
Because renewal decisions often lock in cost and provider risk for months or years.
Can ProofMap support a stay decision?
Yes. If alternatives fail important criteria, the evidence can justify renewing the stronger provider.
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.
Renew with leverage
Use workflow evidence before signing the next LLM contract.
Start qualifying prompts