Problems We Solve

Failure modes that only surface under stateful, multi-step legal workflows.

Surface Fluency vs Reasoning Divergence

A model can write grammatically correct, professionally-styled legal text while producing substantively wrong analysis. Standard benchmarks often reward fluency as a proxy for intelligence; LegalChain isolates reasoning from style.

The Compression Gap

Legal AI products are frequently deployed under aggressive quantization to reduce operational costs. This compression often preserves surface fluency while silently degrading complex reasoning. LegalChain provides a stress-test for these production-grade trade-offs.