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Extract structured facts from unstructured text via LLM with schema

Converting unstructured notes or reports into queryable structured data at scale with confidence tracking.

• · document text
• · target schema (field names and types)

• · structured JSON facts
• · per-fact confidence scores

• · LLM API with structured output support (JSON schema)

• · document text is in LLM training language
• · schema is unambiguous

• · LLM hallucination if document lacks stated fact
• · ambiguous schema interpreted differently
• · low confidence scores indicate unreliable extraction

• · JSON schema validation
• · per-fact confidence scores
• · extraction examples in prompt
• · handles missing fields gracefully