Doctrine & Data

Empirical IP law and legal AI

What large datasets and carefully checked AI show about how intellectual property doctrine works in practice, and how lawyers can use the same tools reliably.

Work with Reichert

Talks and advisory work on reliable AI in legal practice. The proof is in two projects. An LLM-coded study of roughly 4,000 TTAB decisions, checked against Reichert’s own review of 1,002 factor-level findings (97% agreement), found that two DuPont factors predict the outcome more than 99% of the time. The Fair Use Database (opens in new tab) answers only from its coded corpus.