It's a schema-first LLM extraction framework with entity grounding, multi-pass extraction, and deterministic post-processing.

Target Audience

People who want to build:

Regulatory compliance extraction.

SEC filing and earnings-call intelligence.

Contract clause extraction and renewal tracking.

Policy change monitoring.

Research paper benchmark extraction.

Incident/postmortem structure mining.

Comparison

Compared to google/langextract, it uses blackgeorge framework - which uses litellm so access almost any model + actually more correct in most of bencmarks I ran!