Specialized intelligence, on open foundations.
We build domain models for work that general models get almost right: finding what’s wrong in a photo, naming it, placing it, and grading it. Then we publish how they do, on held-out data, with the misses.

Foundation models
General purpose
Open-weight models with commercial licenses, for reasoning over images and language. You choose the one you build on.
Philotic domain models
Specialist
Specialists for the calls experts make, published on held-out data, and made yours with your own people’s decisions.
Latest research.

Vision · October 21, 2026 · 9 min read
Introducing Philotic InspectAn 8B domain model that finds damage on a whole photo, names its type and part, and beats much larger general models on held-out public data.
Foundation models · October 21, 2026 · 4 min read
The foundation is your choiceThree open foundations, one recipe, 3,430 held-out areas. After fine-tuning they land within about two points of each other.

Where we work.
Visual inspection
Grading and assessment
Motion and pose
Adaptation
Evaluation
Distillation
Build the model your work needs.
Tell us what your people inspect, grade or decide every day. We’ll test candidate foundations on your task and show you the results before anything goes live.