Case Studies

Selected projects

Each one starts with a problem, ends with measurable results, and ships documentation a team can reproduce afterward.

Freight & Logistics May 10, 2026

Beating Claude Sonnet at document extraction with a fine-tuned 8B

Fine-tuned Llama 3.1 8B for 18-field Bill of Lading extraction, hitting 99.6% field accuracy and 89 ms latency — 45× faster than Claude Sonnet 4.5, 18× cheaper, 7 percentage points more accurate on the same test set.

+7.2 pts Field accuracy