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Manufacturing needs an operating layer.

We connect ERP/MES exports, spreadsheets, engineering/CAD handoffs, planning, reporting, and dispatch into AI-supported workflows your team can own.

Manufacturing operations lead checking a tablet on a production floor beside CNC machines

Works with your production stack

We configure AI around the systems, source updates, and review paths your operation already uses.

ERPMESCADSpreadsheetsPlanning boardsMachine eventsFloor updatesDispatch
Job queuesCapacity plansWork ordersQuality notesTeamsEmailReportsHandover notes

Building the operating layer.

Workspace setup

Give planners, operators, and managers one place to use AI-supported workflow outputs safely.

RolesSourcesPermissionsReview

Production prompts

Turn recurring production questions into reusable instructions.

StatusBlockersCapacityDispatch

Connected context

Keep ERP/MES exports, CAD/spec context, floor updates, and reports close to the workflow.

ERP/MESCADSheetsUpdates

Team handover

Leave the operation with a routine the team can run after launch.

RunbookOwnersChecksImprovement

High-impact use cases for manufacturing

Five workflows where AI reduces operating drag without hiding ownership: production tracking, reporting, engineering handoffs, capacity planning, and dispatch.

Production tracking / operating layer

The morning starts with late jobs, blockers, owners, and next actions already surfaced.

  • 7 jobs behind plan
  • 3 blockers need owner review
  • 2 status mismatches found
  • Morning brief ready
Prompt card for a production status agent that reads ERP/MES, production sheets, and floor updates, then reports jobs, blockers, owners, and next actions.

Built for industrial operating constraints.

We shape the workflow around approved systems, data boundaries, human review, and site-specific limits, so operations can review the setup before rollout.

System boundaries

Sources, writeback limits, access, and review points are defined.

Human review

Planner, production, engineering, or dispatch owners stay responsible for sensitive decisions.

Operational limits

Line, site, vendor, and tooling assumptions are documented for the team.

Start with one manufacturing workflow

Send the workflow, systems involved, owner, and current manual path. We can scope a diagnostic or pilot without pretending the quote is final too early.