{
  "site": "https://ingot.digital",
  "updated": "2026-11-07",
  "operator": "Desmond Okoye",
  "offerings": [
    {
      "slug": "generative-design",
      "name": "Generative design",
      "url": "https://ingot.digital/solutions/generative-design/",
      "does": "Generates and compares design alternatives against constraints such as weight, cost, strength, material use and manufacturability.",
      "typicalOutput": "Ranked design options, with the constraint trade-offs made explicit.",
      "howItIsChecked": "Each option lists its assumptions, its status against your standard and its trade-offs, so your engineers can check it before choosing.",
      "weNeed": [
        "The part or assembly, and the space it has to fit",
        "Your constraints: loads, weight, cost, strength, material and manufacturing limits",
        "The standard the design has to meet"
      ],
      "status": "pilot",
      "statusText": "Available now as a fixed-scope pilot, delivered by the Ingot team.",
      "prototypeNow": null,
      "industries": [
        "manufacturing"
      ]
    },
    {
      "slug": "simulation",
      "name": "AI-accelerated simulation",
      "url": "https://ingot.digital/solutions/simulation/",
      "does": "Uses trained surrogate models to approximate slow physics solvers, then checks the most promising results with full solvers.",
      "typicalOutput": "A validated shortlist of designs for full simulation.",
      "howItIsChecked": "The surrogate models only shortlist. The most promising results are re-run on full solvers before anything reaches your engineers.",
      "weNeed": [
        "Your existing simulation set-ups and past results",
        "The design variables you want to explore",
        "The full solver you trust for the final check"
      ],
      "status": "prototype",
      "statusText": "Working prototype, shown to design partners on request during a call. Not yet available as a pilot.",
      "prototypeNow": "The prototype approximates slow physics solvers with trained surrogate models, then checks the most promising results with full solvers.",
      "industries": [
        "manufacturing"
      ]
    },
    {
      "slug": "digital-twins",
      "name": "Digital twins and maintenance",
      "url": "https://ingot.digital/solutions/digital-twins/",
      "does": "Builds a live model of an asset from its sensor data and flags likely faults before failure.",
      "typicalOutput": "Health indicators, alerts and maintenance schedules.",
      "howItIsChecked": "Each alert carries the readings and assumptions behind it, its validation status and a link to its source data.",
      "weNeed": [
        "Sensor data from the asset, with its history",
        "Maintenance records and known failures",
        "How the asset is run"
      ],
      "status": "pilot",
      "statusText": "Available now as a fixed-scope pilot, delivered by the Ingot team.",
      "prototypeNow": null,
      "industries": [
        "energy-utilities",
        "infrastructure"
      ]
    },
    {
      "slug": "copilots",
      "name": "Engineering copilots",
      "url": "https://ingot.digital/solutions/copilots/",
      "does": "Retrieval-based assistants grounded in your own drawings, standards and reports, with citations back to the source documents.",
      "typicalOutput": "Answers your engineers can trace to their sources.",
      "howItIsChecked": "Every answer cites the documents it came from, so an engineer can open the source and check it.",
      "weNeed": [
        "The drawings, standards and reports to search",
        "Who will use it, and the questions they ask most"
      ],
      "status": "prototype",
      "statusText": "Working prototype, shown to design partners on request during a call. Not yet available as a pilot.",
      "prototypeNow": "The prototype answers questions from engineering drawings, standards and reports, with citations back to the source documents.",
      "industries": [
        "energy-utilities",
        "infrastructure"
      ]
    }
  ]
}