Turning CRM Audit Noise into a Transition Graph: Normalizing Events, Sessionizing Creation Bursts, and Extracting Time‑Weighted State Edges

A deal gets created, a contact gets created, an account gets created… and then the audit trail tells three different stories depending on whether you’re looking at webhooks, API logs, or what the CRM UI eventually shows. When I first tried to audit o...