Who Ingot works with
Mid-sized manufacturers, energy and utility operators, and infrastructure engineering firms that run design or asset-heavy operations and have no AI team of their own.
Problems we work on
| Industry | The problem | Where Ingot fits |
|---|---|---|
| Manufacturing | Design teams explore only a handful of options, because each simulation run takes hours or days. Good options are missed. | Generative design, AI-accelerated simulation |
| Energy and utilities | Plants and fleets still rely on scheduled or break-fix maintenance, even though their sensor data could support earlier intervention. Maintenance logs sit in scans and PDFs. | Digital twins and maintenance, Engineering copilots |
| Infrastructure engineering | Decades of drawings, test data and reports sit in scans, PDFs and proprietary formats that engineers cannot search or reuse. | Engineering copilots, Digital twins and maintenance |
This table is also published as JSON: /data/industries.json
Bring us one problem you can measure
Design partners get a fixed-scope pilot on one design or maintenance problem, built with their engineers and checked against their standards.