Demo-ready2026verified from source

reconcile-agent

An agent that reconciles Stripe billing against a HubSpot CRM, fixes the safe discrepancies, and asks a human about the rest.

Source

placeholder reconcile-agent — An agent that reconciles Stripe billing against a HubSpot CRM, fixes the safe discrepancies, and asks a human about the rest.

reconcile-agent — An agent that reconciles Stripe billing against a HubSpot CRM, fixes the safe discrepancies, and asks a human about the rest.

Why it exists

Money arrives in Stripe, deals live in HubSpot, and the two drift apart without anyone noticing. Someone usually fixes that by eyeballing two exports for hours.

How it works

01Five stages in a straight line: ingest, candidates, judge, policy router, executor
02Only one stage uses an LLM: the judgement call. Matching and routing are deterministic
03Refunds, deletions and outbound email are never automatic: a category exclusion, not a confidence threshold
04Every write is read back to confirm it stuck
05Scored against a planted eval suite of 20 real discrepancies and 5 decoys

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