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Manufacturing

The paperwork around the part.

Draft quality reports and check specifications against your engineering records. The responsible engineer reviews the result.

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  1. Company context

    Connect the drawings, standards and quality records behind the task.

  2. Agent starting point

    Choose a prebuilt agent or build one around your workflow.

  3. Reviewable work

    The comparison returns to the engineer with every finding attached.

Governed workspaceSpecification Agent

Company context

  • Customer drawing
  • Internal standards
  • Revision history

Prebuilt or custom

Agent

Specification Agent

Compare the latest customer drawing with our internal standard.

Reviewable work

Requirements comparison

  • Hole position tolerance needs review
  • Material specification differs
  • Surface finish matches

ReviewEngineering owner

Knowledge accessModel choiceHuman reviewAccess major AI models with EU hosting in one place.
The Specification Agent compares customer drawings with internal standards. It cites each finding for engineering review.

Manufacturing customer story

How MAHLE made technical knowledge easier to find.

MAHLE introduced a knowledge assistant that helps teams reach technical information across existing company sources.

Read customer story
Over 71%
activation in less than one month
Measured within the first month of the rollout.
5+ hours
saved per user each week
Weekly time saved per user in the described rollout.

The work

An agent per document, not one assistant for the plant.

Give each agent a document, approved records and a named engineer for review.

Supplier Quality Agent

Drafts an 8D report from the complaint and relevant quality records.

ReadsComplaint records, past 8D and CAPA files and supplier files

Supplier Quality AgentDrafting
Draft an 8D from a customer complaintPlant: Assembly, line 2

Draft an 8D from the complaint and containment note. Cite relevant past CAPA records for engineer review.

  • Complaint_record.pdf
  • Containment_note.pdf
  • CAPA_history.xlsx

Reading the complaint and the past CAPA files

Ask anythingApproved provider↑

Specification Agent

Compares a customer drawing with your standard and cites each difference.

ReadsCustomer drawings, specifications and internal standards

Specification AgentWaiting for sign-off

Draft

Customer drawing vs internal standard

  • Surface finishMatches
  • Hole position toleranceCheck
  • Material specificationOff playbook
  • Heat treatmentMatches

Every difference cites the clause it came from.

Open for review

  • Quotation Agent

    Drafts an RFQ response from cost templates and relevant past quotations.

    ReadsRFQ packs, cost templates and prior quotations

  • Shift Report Agent

    Turns line data and shift notes into a report for the morning meeting.

    ReadsLine data, downtime records and shift notes

Governed workspace

What an agent on a plant floor must never do.

Customer drawings, supplier prices and export-controlled parts need different access rules. Keep those boundaries with the work.

Governed workspace

Controls stay with the work.

Programme access
An agent working one customer programme cannot read another.
Controlled drawings
Export-controlled material stays inside the group cleared to see it.
Commercial access
Supplier pricing remains visible to purchasing, not the whole plant.
Human checkpoint
Every quality document returns to the engineer who signs it.

Before you ask

What quality and plant IT ask first.

Does it work from our drawings, or from a general model?

From the records you connect. The agent uses your standards, supplier files and past reports. Its findings point back to those records.

Our customer drawings are under NDA. Where do they go?

IT sets access to connected drawings and approves the models used in the workspace. EU hosting is available for the model layer.Details on Zero Data Retention (ZDR) and model-training policies: Security and Trust Center →

Can it sign off a quality document?

No. Every 8D and CAPA goes to a named engineer for review. The workspace records the signoff.

How long before one plant is using it?

Begin with one document type at one plant. Expand after the engineering team validates the first result.

One job, then the next

Start with the report your quality team writes most often.

Bring one recurring document. We will show the agent's setup, its company context and the person who reviews the result.

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