Agent Observability Developers Can Actually Use
ProofMap turns agent runs into evidence developers can act on: failures, tool behavior, cost signals, and approval status in one workflow.
Get StartedWhy Choose ProofMap
See why runs fail
Inspect criteria failures and tool-use evidence instead of scanning raw transcripts all afternoon.
Connect behavior to cost
Understand which prompts, models, and fallback paths create spend or latency problems.
Shorten debug cycles
Move from vague user complaints to objective-bound reproduction faster.
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
How is this different from logs?
Logs show what happened. ProofMap connects what happened to pass/fail criteria, prompt packages, and runtime decisions.
Who uses this observability?
Developers, AI product owners, and platform teams use it to debug agent behavior and approve changes.
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.
Debug agents faster
Give developers the evidence they need without forcing them to reverse engineer every run.
Start qualifying prompts