Product UpdatesBuilding Sheldon's State Tax Engine: 98% on TaxCalcBench
Deterministic rule engines for California, Illinois, New York, and Virginia - 620 of 630 scored lines on TaxCalcBench, every gap a documented benchmark defect.

This week, we improved search with smarter ranking, upgraded citation quality, and expanded research coverage to all states and territories.
This week, we improved search with smarter ranking, upgraded citation quality, and expanded research coverage to all states and territories.
Two updates to how our system finds and cites information:
We expanded what you can research and how we cite it. Full research coverage now spans all US states and territories, plus authoritative citations for federal tax law and five states: California, Florida, New York, Texas, and Delaware.
That's the week. More updates coming.
Product UpdatesDeterministic rule engines for California, Illinois, New York, and Virginia - 620 of 630 scored lines on TaxCalcBench, every gap a documented benchmark defect.
Product UpdatesA deterministic tax calculator built on a dedicated knowledge base and AI-generated rules - and how it went from 50% to 190/190 on TaxCalcBench.
Product Updates

Written by Sokratis Vidros
Published on January 30, 2026