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Manufacturing & Industrial

AI for Manufacturing

AI on the plant floor — predictive maintenance, demand forecasting, agent-assisted operations.

Time-series anomaly detection that doesn’t cry wolf. LLM-narrated maintenance recommendations that plant engineers actually act on. Demand forecasts that survive contact with the weekly sales meeting.

Why now

Unplanned downtime now costs more than a maintenance budget. The data exists in SCADA and IoT Hub — what’s missing is the layer that turns it into decisions.

Three problems we solve in Manufacturing

Downtime > maintenance budget

Reactive maintenance is the most expensive maintenance. Predictive maintenance with closed-loop feedback loops changes the math.

Excel-based S&OP

Forecasts are stale within a week and never trusted. ML + LLM-narrated what-ifs rebuild trust in the number.

Procurement silos hide consolidation

Spend data is scattered. A procurement agent surfaces consolidation candidates without rebuilding the ERP.

PoCs we ship for Manufacturing

Each one comes with a fixed scope, fixed price, and a 90-day sustainment plan.

Companion course
AI in Manufacturing
Browse academy

Start with a 30-minute call

Tell us the regulator, the data shape, and the deadline. We’ll come back with a fixed-scope proposal in 5 working days.

Book a call