Manufacturing & plant operations

Production planning, quality, equipment and purchasing connected by data

From orders to production plans, material purchasing, inspection and defect root cause, to maintenance — agents gather the data and suggest what to do next.

Where Manufacturing teams get stuck

  • 1Plans change daily

    Rush orders and late materials force manual replanning.

  • 2Root causes stay hidden

    Inspection records and process conditions are scattered.

  • 3Machines stop suddenly

    Maintenance history is unorganized, so preventive timing is missed.

A day with AI colleagues

  1. 08:00Planning agent

    Replanned this week's lines for 2 rush orders.

  2. 10:30Quality agent

    Compared process conditions for 3 defects and listed causes.

  3. 13:00Purchasing agent

    Raised orders for 5 materials falling below safety stock.

  4. 16:00Maintenance agent

    Scheduled preventive maintenance for a machine with rising vibration.

Example scenes. Real work runs on your company's data, rules and connected tools.

Work areas

Production planning

Plans from orders, stock and capacity.

  • Line plans
  • Due-date risk
  • Work orders

Quality

Find root causes from inspection and process data.

  • 8D root cause
  • SPC charts
  • Customer claims

Purchasing & materials

Time orders by safety stock and lead time.

  • Material requirements
  • Purchase requests
  • Supplier rating

Equipment & safety

Plan maintenance from history and sensors.

  • Preventive maintenance
  • MSDS & chemicals
  • Safety inspections

AI agents on your team

  • Planning agentPlans & work orders
  • Quality agentInspection & root cause
  • Purchasing agentOrders & suppliers
  • Maintenance agentMaintenance
  • Cost agentCost & reduction
  • Safety agentMSDS & safety

Ready-to-use skills

  • Production plan
  • Work order
  • 8D root cause
  • SPC chart
  • Material requirements
  • Purchase request
  • Preventive maintenance plan
  • Cost reduction tasks

Tools and data we connect

  • MES / ERP
  • Equipment sensors (IoT)
  • KOSHA MSDS
  • NCIS chemicals
  • Supplier portals
  • e-Tax invoices

Metrics you watch together

  • On-time deliveryOrders vs. shipments
  • Defect rate (PPM)Process and outgoing
  • Equipment uptimePlanned vs. actual
  • Cost savingsPer initiative

First setup — in this order

  1. 1Register lines & equipment
  2. 2Import materials & BOM
  3. 3Inspection record template
  4. 4First production plan

FAQ

No MES?

Start from spreadsheets and inspection records; extend to MES and sensors later.

Does the agent finalize plans?

It drafts with reasons; the production manager decides.

Quality certification documents?

Procedures and records in ISO 9001 / IATF formats.

Start with a template made for Manufacturing

Pick your industry at signup and screens, colors, agents and skills are prepared for it. You can change it any time after setup.