ClaimBot: FNOL Triage on One Heterogeneous Row

ClaimBot is presented as a multimodal first-notice-of-loss intake application built with Pixeltable, storing a claim ID, scene photo, voice memo, and written report together in one typed row rather than distributing files across separate storage buckets and processing pipelines. Whisper transcribes the memo, Gemini analyzes the image and document, and a further comparison step assigns each claim a triage status of clear, mismatch, or needs_adjuster based on consistency among the submitted materials. The example defines a Pixeltable schema with derived columns, a parsing function for model output, a query for non-clear claims, and FastAPI routes for claim submission and triage review. It emphasizes that the application is intended for intake analysis rather than payments, policy administration, legal, or medical decisions, and notes that multiple photos should generally use a related child table while PDF chunking is only necessary when passage-level retrieval or citations are needed.

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