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!
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!