Legal & litigation

Data extraction for legal and litigation.

Court filings, docket monitoring, and case metadata extracted from federal and state court systems — with jurisdiction-specific session handling and captcha resolution.

Industry challenges.

  • Jurisdiction fragmentation Court data is spread across hundreds of state and federal systems, each with its own interface, authentication, session limits, and data format.
  • Anti-automated-access measures Court systems use captchas, session timeouts, and rate limits specifically designed to prevent bulk data collection.
  • Timeliness requirements Litigation workflows require case filings detected within hours of publication, not days. Batch extraction is insufficient.

Our approach.

We build jurisdiction-specific extraction pipelines for federal and state court systems. Each pipeline handles the court's unique captcha type, session management, and pagination pattern. Monitoring runs continuously to detect new filings within hours of publication. Output schemas are standardized across jurisdictions.

Delivery.

Structured case metadata, filing records, and docket entries delivered as JSON or database insertion. Daily monitoring with intra-day alerts for new filings.

Federal and state court monitoring for a litigation finance firm.

A litigation finance firm needed continuous monitoring of federal and state court filings to identify qualifying cases within hours of filing. We built resilient scrapers for multiple state court systems and federal docket sources, with adaptive handling for each court's unique captchas, session limits, and pagination patterns.

20+ courts Federal and state jurisdictions
4+ years Continuous production monitoring
Hours Filing detection latency

Tell us what you need to extract.

Describe the sources, schema, and cadence. We'll reply with a scoped quote within 48 hours.

Request a quote