Govern AI Rollouts Across the Enterprise
Enterprise AI adoption needs repeatable controls. ProofMap helps teams approve what can run, where it can run, and with which tools.
Get StartedWhy Choose ProofMap
Standardize approvals
Use shared evaluation criteria before prompts, models, or tool access reach production.
Support many teams
Give teams room to build while keeping qualification and evidence consistent.
Reduce rollout risk
Find model, prompt, and tool failures before they spread across business units.
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 is enterprise rollout hard?
Different teams use different tools, data, prompts, and risk tolerances, which makes informal approval fragile.
How does ProofMap help platform teams?
It creates a shared qualification layer for AI behavior across products, providers, and MCP tools.
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.
Roll out responsibly
Give enterprise teams speed with a common approval system.
Start qualifying prompts