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Insurance Claims Intake Retrieval and Latency Budgets (3 Stages)
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Insurance Claims Intake Retrieval and Latency Budgets (3 Stages)

DEV Community: backend·IrvinCole5861·4 days ago
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Short answer: use staged retrieval with explicit vector collections, bounded queries, and source context that survives every retry. A claims-intake bot should spend its latency budget on finding a small, defensible evidence set, not on an unbounded top-k search followed by hopeful generation. The design below treats idempotency, deletion, and audit trails as part of retrieval correctness.

Start With the Retrieval Contract

Before selecting a vector collection or endpoint, write down what the user-visible answer must cite. For an insurance claim, that contract might require the current policy wording, the claim's jurisdiction, an effective-date range, and a source identifier that an adjuster can open later.…

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