Tax automation with an audit trail
One vision-model call per page. Deterministic calculations with IRS and FTB citations. A traceable source behind each value — and a CPA responsible for review and sign-off.
Read the tax-return case studyA working system. An inspectable approach.
A shipped tax-return pipeline shows how we separate model extraction, deterministic calculations, and professional review. Client identity is withheld; the system boundaries are not.
Related capabilities
Models on your infrastructure
Specify local inference around model size, context, concurrency, and data boundaries. Performance depends on the model and hardware, not the promise of a box.
Explore private deploymentDocuments to structured data
Turn statements, filings, and scans into structured records, with evaluation and review appropriate to the consequences of an error.
Explore document engineeringClients.
Enterprise SaaS, energy and carbon markets
Embedded AI engineering on an enterprise SaaS platform for energy and carbon markets — platform work and internal tooling, April to August 2026. Client identity is withheld.
Apply it to your work
Have a similar workflow? Tell us which documents, checks, and integrations it involves. We can discuss what is comparable and what would need a different approach.