Engineering intelligence, cast to spec.

Generative design, AI-accelerated simulation, digital twins and engineering copilots, built with your engineers and checked against your standards.

Illustrative

Find what you need

Every page on the site, with one line on what it holds.

Every output carries its assumptions, its validation status against your standard, and a link to its source.

Choose one problem
We agree one design or maintenance problem with a result you can measure within 8 to 12 weeks, and fix the scope and fee before work starts.
Audit the data
We agree data-use terms first. Then we check what data you can share, and price any preparation work separately and up front.
Build and validate
We build the models with your engineers, on your data, and check every output against your standard.
Report the results
You get written results: what worked, what did not, and the assumptions, validation status and sources behind each output. Your engineers decide what to use.

Dated 7 November 2026. Quarters count from October 2026.

Generative design: available as a fixed-scope pilot, delivered by the Ingot team.
Digital twins and predictive maintenance: available as a fixed-scope pilot, delivered by the Ingot team.
AI-accelerated simulation: working prototype, shown to design partners on request.
Engineering copilots: working prototype, shown to design partners on request.
Pilots with design partners are under way.
Design-partner applications are open.

Design partners get a fixed-scope pilot on one design or maintenance problem, built with their engineers and checked against their standards.