{
  "meta": {
    "dataset": "MachineWorth industry records (seed)",
    "version": "0.1.0",
    "last_reviewed": "2026-09-04"
  },
  "industries": [
    {
      "slug": "warehousing",
      "name": "Warehousing",
      "tagline": "Where robot economics are closest to working today.",
      "summary": "Warehousing is the most credible near-term market for robotic labor because the work is repetitive, indoor, high-volume, and already measured by throughput. Tote moving, case handling, and trailer unloading have defined cycle times and defined labor costs, which is exactly what an ROI model needs.",
      "why_it_works": "High labor turnover, 24/7 shift structures, structured environments, and existing automation infrastructure make integration and measurement tractable.",
      "watch_outs": "Peak-season utilization swings, integration with existing WMS/AMR fleets, and safety around human pickers can erode the economics fast.",
      "typical_use_cases": [
        "material-handling",
        "tote-handling",
        "case-handling",
        "trailer-unloading"
      ],
      "buyer_roles": [
        "VP of Operations",
        "Director of Distribution",
        "Automation lead",
        "CFO"
      ],
      "last_reviewed": "2026-09-04"
    },
    {
      "slug": "logistics",
      "name": "Logistics & 3PL",
      "tagline": "Contract logistics operators are early adopters - because they must be.",
      "summary": "Third-party logistics providers live on thin margins and labor availability. That pressure makes them among the first to pilot Robots-as-a-Service, where cost scales with usage instead of a large upfront purchase. The GXO/Digit relationship is the reference case.",
      "why_it_works": "RaaS shifts capital risk to the vendor and aligns cost with volume, which fits variable contract-logistics economics.",
      "watch_outs": "Client contract length vs robot payback, multi-site standardization, and shared-facility safety rules.",
      "typical_use_cases": [
        "material-handling",
        "tote-handling",
        "case-handling"
      ],
      "buyer_roles": [
        "Operations Director",
        "Site GM",
        "Continuous-improvement lead"
      ],
      "last_reviewed": "2026-09-04"
    },
    {
      "slug": "automotive",
      "name": "Automotive Manufacturing",
      "tagline": "The proving ground for industrial humanoids - with deep pockets and hard tolerances.",
      "summary": "Automakers (BMW, Mercedes-Benz, Hyundai) are the highest-profile testbeds for humanoids. They have the capital, the structured lines, and the tolerance requirements to stress-test a robot honestly. But pilots here are R&D-subsidized and may not reflect stand-alone economics for a smaller buyer.",
      "why_it_works": "Structured, repeatable stations; high labor cost per station; strong internal automation engineering.",
      "watch_outs": "Automaker pilots are often strategic and cost-tolerant. A 30,000-vehicle pilot proves capability, not that the robot pencils out for a mid-size shop.",
      "typical_use_cases": [
        "machine-tending",
        "material-handling"
      ],
      "buyer_roles": [
        "Manufacturing engineering",
        "Plant automation",
        "Operations VP"
      ],
      "last_reviewed": "2026-09-04"
    },
    {
      "slug": "manufacturing",
      "name": "General Manufacturing",
      "tagline": "Machine tending and material handling for small and mid-size plants.",
      "summary": "Outside automotive, general manufacturers face the clearest labor-substitution question: can a machine tend a CNC, load a press, or move parts between stations cheaply enough to beat a hard-to-hire human? This is the segment where MachineWorth's economic signal is most decision-useful.",
      "why_it_works": "Defined, repeatable tasks and measurable labor cost; often severe hiring difficulty.",
      "watch_outs": "Lower capital budgets, less automation engineering in-house, and higher sensitivity to integration cost and downtime.",
      "typical_use_cases": [
        "machine-tending",
        "material-handling",
        "palletizing"
      ],
      "buyer_roles": [
        "Plant Manager",
        "Owner/Operator",
        "Controller/CFO"
      ],
      "last_reviewed": "2026-09-04"
    },
    {
      "slug": "utilities",
      "name": "Utilities, Energy & Facilities",
      "tagline": "Inspection is the quietly-working robot economy.",
      "summary": "Autonomous inspection is arguably the most mature robotic-labor market, and it is not humanoid. Quadrupeds like Spot run defined routes reading gauges and thermal/acoustic signatures in substations, plants, and facilities, replacing risky or tedious manual rounds with a repeatable, priceable service.",
      "why_it_works": "Defined routes, clear safety/insurance upside, public pricing, and a large installed base to benchmark against.",
      "watch_outs": "Value is in the software/analytics subscription as much as the robot; hardware alone under-monetizes.",
      "typical_use_cases": [
        "autonomous-inspection"
      ],
      "buyer_roles": [
        "Reliability engineering",
        "HSE lead",
        "Facilities director"
      ],
      "last_reviewed": "2026-09-04"
    }
  ]
}