Save Developer Time on AI Agent Work
ProofMap and MCP help developers spend less time wiring, guessing, and rechecking, and more time shipping agent behavior that works.
Get StartedWhy Choose ProofMap
Reduce repeated setup
Reuse MCP connections instead of creating new integration code for every experiment.
Automate evaluation work
Let objective tests handle repeatable prompt, runtime, and tool-use checks.
Make fixes obvious
Use failure evidence to pinpoint what changed and what needs to be tested again.
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
Where do developers save time?
Connection setup, manual prompt review, regression checking, tool-call debugging, and model comparison all become more repeatable.
Does this only help platform teams?
No. Product engineers, AI engineers, and small teams also benefit from faster tool access and clearer qualification.
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.
Give devs time back
Make agent development less repetitive and easier to control.
Start qualifying prompts