Structure over pixels.

Generative images are impressive and useless the moment you need to change one wall. We built this platform on a different idea: the AI’s job is to understand what is in your image and express it as a strict, validated schema. Geometry, renders, weights and prices are then computed deterministically from that schema.

Honesty rules

A photograph cannot reveal karat, gemstone identity, hidden geometry or absolute scale. Our interface labels every value as MEASURED, USER PROVIDED, CALCULATED or AI ESTIMATED and shows ranges where uncertainty exists. When one measurement would make the difference, we ask for it.

Privacy

Projects are private by default and never indexed. Uploads are validated and stored privately with signed access. You can delete a project or your whole account at any time.

Technology

Three.js and React Three Fiber for real-time 3D, a deterministic geometry engine with closed-mesh volume computation, OpenAI as the principal vision model with Anthropic as fallback behind a provider abstraction, Postgres for data and jobs, and a headless render pipeline for HD/4K output.