All industries

Industry 08

Manufacturing

AI on the shop floor and in the back office — quality, planning, and knowledge capture built for real industrial environments.

Who this is for

Discrete and process manufacturers with real MES / ERP data and mature ops teams.

The problem we see

Manufacturers have sensor data, ERP data, and decades of tribal knowledge locked in senior operators' heads. Most 'Industry 4.0' pilots stall in the gap between the model and the actual plant.

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Where we build

  • Quality inspection assistants using vision plus process context
  • Predictive-maintenance signals combined with maintenance-history retrieval
  • Planner copilots for scheduling, changeover, and constraint reasoning
  • Knowledge agents that capture and surface operator know-how

Outcomes teams see

  • — Fewer quality escapes and less rework
  • — Reduced unplanned downtime and mean-time-to-repair
  • — Institutional knowledge preserved as senior operators retire

Next

From physical assets in plants to physical assets in buildings — similar patterns apply.

Real Estate & PropTech →