/INDUSTRIES · MANUFACTURING

Turn unplanned stops into planned ones.

We design, build and deploy AI agents for plants and production teams: agents that read machine signals, manuals and work-order history, flag quality drift and re-plan around change. A technician, quality lead or planner confirms every action.

ERPMESCMMSQMSPLMMachine Historian
Two technicians in safety glasses inspecting an automated production line.
A Typical First AgentMaintenance Agent
AdviseWalk the line with maintenance, quality and planning, and list the recurring stops.
DesignDecide which signals and documents each agent reads, and who confirms its suggestions.
BuildBuild on your machine history and work orders, tested against past faults.
DeployRelease on one line, monitored, then extend to the plant.

TYPICAL AGENTS

Typical Agents for Manufacturing

Illustrative designs, not delivered systems. Each one reads your systems, proposes the next step and waits for the person who owns the decision.

A Typical First Agent

Maintenance Agent

Reads machine signals and work-order history and suggests the likely cause of a fault. A technician confirms before a work order is raised.

Machine HistorianCMMS

Quality Agent

Watches inspection results for drift and drafts the non-conformance report. Quality approves the report and the containment.

QMSMES

Scheduling Agent

Re-sequences the run when a machine, material or order changes. A planner publishes the schedule.

ERPMES

Shop-Floor Knowledge Agent

Answers operators from manuals, procedures and past fixes, at the machine. Read-only.

Document StoreCMMS

Engineering Change Agent

Shows what a bill-of-materials change touches: open orders, stock and suppliers. Engineering and planning approve the change.

ERPPLM

MEASURES

The Measures These Agents Target

We agree the baseline and the target with you before the first agent is built.

  • Unplanned Downtime
  • First-Pass Yield
  • Schedule Adherence
  • Time to Diagnose a Fault
MicrosoftAnthropicOpenAIGoogle
An engineer with a tablet watching a yellow robot arm work inside a guarded cell.

MICROSOFT AGENTS

Microsoft Agents Worth Starting From

Where Microsoft already ships an agent for the job, start there: configure it to your approvals and govern it with your other agents.

Procurement Agent, Dynamics 365 Supply Chain Management

In production-ready preview. Drafts supplier follow-ups and reads supplier emails into purchase order changes. Sends no email itself unless configured to.

Microsoft Learn, updated 1 September 2026

WHERE TO START

AI Readiness Assessment

Weigh your maintenance, quality and scheduling workflows for value, data, risk and cost, and leave with a recommended first agent to act on or take elsewhere.

QUESTIONS

Questions Buyers Ask

Does this need new sensors?

Not always. The assessment starts from the signals, alarms and work orders you already record, and shows what is worth adding.

Do the agents act on production equipment?

They read, explain and propose. A technician, quality lead or planner confirms every action.

NEXT STEP

Tell us what is blocked.

Start with the outcome that is blocked, not the software you think you need. A named consultant replies within one business day.

Solutions

Advice that ships as working systems.

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