See what every provider did.
Each enrichment commits with provider, capability, and outcome counts: valid, no result, failed. Scoped to the table it touched.
Version control for your pipeline.Fork what worked. Revert what did not.
Fork plays that worked.
Copy a winning commit into a new segment. Both tables keep the same history up to the fork, then diverge.
Let your team approve sensitive actions.
Provider runs and agent writes from anyone on the team wait on an approval card. Approvers allow or deny each one before it spends credits or touches rows.