What does a pilot loop look like for a claims-versus-remittance pack?

An environment lead at a health-services software company wants an agent environment for a practice's billing office. They ask MirrorFirm for a pilot pack on one mismatch: patient claims submitted to a funder against the remittance advice received.

The brief names the two record families (CLM and REM), five cause classes (partial payment, rejected item code, duplicate submission, patient-contribution change, timing across month end) and the tools: get_claim, get_remittance, list_adjustments, resubmit_claim, write_off_request, add_note and escalate.

The first sample arrives as a small set of cases with a schema file, a validator and reference trajectories. The lead runs the validator, which passes, then runs the reference trajectories in their harness. Case CASE-2056 fails. The reference resubmits claim CLM-48812 after a rejection, but their resubmit_claim tool refuses claims older than the resubmission window, which the sample's clock ignored. The lead reports it, and the next sample sets the clock field and adds a policy row for the window.

A reviewer from the billing function also notes that remittance notes read too tidily, so the follow-up asks for abbreviations and truncated references.

**What this teaches:**

- Reference trajectories run in your own harness expose mismatches in assumptions that the schema cannot. - Review by someone who has done the job catches tone and process gaps. - A pilot is a loop of sample, inspect and revise, and scope is adjusted from what you find. - Record findings so the licence discussion rests on a sample you have actually tested.