{
  "site": "https://ingot.digital",
  "updated": "2026-11-07",
  "operator": "Desmond Okoye",
  "industries": [
    {
      "slug": "manufacturing",
      "name": "Manufacturing",
      "url": "https://ingot.digital/industries/manufacturing/",
      "who": "Mid-sized manufacturers that run design work in house and have no AI team of their own.",
      "problem": "Design teams explore only a handful of options, because each simulation run takes hours or days. Good options are missed.",
      "firstPilot": "A single part or assembly where each design iteration waits on slow simulation runs.",
      "offerings": [
        "generative-design",
        "simulation"
      ]
    },
    {
      "slug": "energy-utilities",
      "name": "Energy and utilities",
      "url": "https://ingot.digital/industries/energy-utilities/",
      "who": "Energy and utility operators running asset-heavy operations, with no AI team of their own.",
      "problem": "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.",
      "firstPilot": "One asset or class of assets where unplanned failures are costly and sensor history exists.",
      "offerings": [
        "digital-twins",
        "copilots"
      ]
    },
    {
      "slug": "infrastructure",
      "name": "Infrastructure engineering",
      "url": "https://ingot.digital/industries/infrastructure/",
      "who": "Infrastructure engineering firms with long project histories, and no AI team of their own.",
      "problem": "Decades of drawings, test data and reports sit in scans, PDFs and proprietary formats that engineers cannot search or reuse.",
      "firstPilot": "A body of drawings, standards and reports that your engineers search by hand today.",
      "offerings": [
        "copilots",
        "digital-twins"
      ]
    }
  ]
}