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Contract Data Extraction

Definition

Contract data extraction is the process of converting unstructured contract text into structured data fields - counterparty, effective date, pricing, tiers, notice periods, and so on. It is the foundational step that makes downstream analytics, reconciliation, and alerting possible.

Contract data extraction is the process of converting unstructured contract text into structured data fields - counterparty, effective date, pricing, tiers, notice periods, and so on. It is the foundational step that makes downstream analytics, reconciliation, and alerting possible.

Extraction approaches

Rule-based extraction (regex, template matching) works for highly consistent contracts. AI-based extraction (language models) handles variation and bespoke language. Hybrid approaches - AI plus rules plus human review - deliver the best combination of accuracy and control.

The downstream dependency

Every capability above extraction - portfolio reporting, reconciliation, alerting, obligation tracking - depends on the extracted data. Extraction quality is the ceiling on the value the rest of the stack can deliver.

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