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.

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.
Quality Agent
Watches inspection results for drift and drafts the non-conformance report. Quality approves the report and the containment.
Scheduling Agent
Re-sequences the run when a machine, material or order changes. A planner publishes the schedule.
Shop-Floor Knowledge Agent
Answers operators from manuals, procedures and past fixes, at the machine. Read-only.
Engineering Change Agent
Shows what a bill-of-materials change touches: open orders, stock and suppliers. Engineering and planning approve the change.
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

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.
Foundry Local, Generally Available
Runs AI models on the device and offline, for plants where data has to stay on the floor.
Microsoft Foundry Blog, 9 April 2026Procurement 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 2026WHERE 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.