Make AI Cost Reviews Actionable
Quarterly reviews should do more than explain last quarter spend. ProofMap helps teams identify qualified changes for the next one.
Get StartedWhy Choose ProofMap
Review runtime spend
See where premium models are still necessary and where cheaper options now pass.
Test new savings paths
Evaluate prompt compression, model changes, and fallback routing as cost-reduction candidates.
Track approved actions
Turn review findings into qualified prompt and runtime updates.
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 review AI cost quarterly?
Model prices, usage patterns, prompts, and provider options change frequently enough that old decisions get stale.
Can cost reviews improve quality too?
Yes. The same evaluations that find savings can reveal regressions, flaky paths, and stronger runtime choices.
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.
Review spend with evidence
Use each quarter to qualify better cost and runtime decisions.
Start qualifying prompts