Change AI Pricing Tiers Without Breaking Value
Pricing changes often require runtime changes. ProofMap helps teams test whether each tier still delivers the promised experience.
Get StartedWhy Choose ProofMap
Map features to runtimes
Qualify which prompts, models, and MCP tools are available by plan.
Test usage limits
Evaluate behavior under token, rate, and fallback constraints.
Protect customer value
Make sure lower-cost routes still satisfy plan-specific criteria.
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 test pricing tier changes?
Changing limits, models, or feature access can silently change AI quality and support burden.
Can ProofMap support plan-specific mappings?
Yes. Teams can qualify different prompt and runtime mappings for different customer plans or usage tiers.
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.