Reading a six-month claims file without drowning in exceptions

Loss adjusters arrive with exception reports because core systems produce them. High excess, late notification, repeat claimant — the flags are real. They are also how a rotating workshop hides: every folder looks a little bit wrong in a different way, so the sameness of the photographs never becomes the first fact.

For a claims anomaly briefing we build a timeline first. Date of loss, date of first notice, date of invoice, date of photograph if it still exists. Clusters show up as weather on that line, not as a ranked list of “suspicious scores.” We do not score. Scoring pretends the file had a model. It had folders.

Twenty-five folders is a humane set for this briefing. At forty, you are already in flagship-report territory because captions and methods notes have to carry more exceptions. If photo metadata is gone, we write that in paragraph one of the oral note. Committees hate the sentence. They need it anyway.

Bring policy numbers and the date suspicion first arose. That date is part of the story: everything after it can look like confirmation if we are not careful. We treat post-suspicion folders as a separate band on the timeline so the briefing does not congratulate itself.