Test AI Behavior After Data Schema Changes
Agents depend on the shape of your data. ProofMap helps catch prompt, context, and tool failures after schemas shift.
Get StartedWhy Choose ProofMap
Validate data access
Check whether agents still retrieve the right records and fields.
Catch interpretation drift
Find cases where changed fields lead to wrong reasoning or tool choices.
Approve updated behavior
Promote prompt and MCP tool updates only after they pass scenario tests.
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 do data schema changes affect AI agents?
Agents often rely on field names, tool descriptions, examples, and context patterns that can drift when data changes.
When should we run these tests?
Run them before database migrations, API changes, customer object changes, and analytics schema updates.
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.
Protect data changes
Make schema changes prove they will not break agent workflows.
Start qualifying prompts