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Manufacturing quality issue triage
Manufacturing

Manufacturing quality issue triage

We organize incoming quality reports so your quality team can investigate with the original evidence and a clearer starting point.

How we put it to work

  1. Structure the reported issue.

    AI extracts product, batch, observed defect, and supporting notes. Missing identifiers are flagged before handoff.

    Your teamConfirms the affected product and reported facts.

    Structure the reported issue. AI extracts product, batch, observed defect, and supporting notes. Missing identifiers are flagged before handoff.
    Quality report
    AI
    Issue record
    Batch needs checking
  2. Find potentially related reports.

    AI searches prior descriptions and groups possible similarities with source links. A similar description is a lead, not a confirmed common cause.

    Your teamDetermines whether the reports are actually related.

    Similar reports become investigation leads. Inspection descriptions: Lot A: seal leak; Lot B: paint chip; Lot C: seal leak. AI groups descriptions; it does not establish cause.: 2 seal reports; 1 finish report; Cause unknown. Quality engineer investigates and decides action.
    Similar reports become investigation leads
    Inspection descriptions · Illustrative example
    Lot A: seal leak
    Lot B: paint chip
    Lot C: seal leak
    AI groups the reports
    2 seal reports
    1 finish report
    Cause unknown
    AI groups descriptions; it does not establish cause.
    Quality engineer investigates and decides action
  3. Route the investigation.

    Your rules determine escalation and ownership. AI prepares the evidence summary, outstanding questions, and investigation handoff.

    Your teamDecides containment, root cause, corrective action, and release.

    Route the investigation. Your rules determine escalation and ownership. AI prepares the evidence summary, outstanding questions, and investigation handoff.
    Quality review
    AI
    Investigation
    Supplier review
    Urgent escalation

What your first engagement includes

  1. 01Review your setupConfirm existing features, data access, and system compatibility.
  2. 02Configure one workflowConnect the tools, define approvals, and handle exceptions.
  3. 03Test and hand overPilot on selected work, train your staff, and provide operating instructions.
PILOT REVIEW

How we measure the pilot

Compare the same work before and during the pilot.

  • Time to complete

    Time to prepare an investigation handoff, including the human check.

    Review time
  • Review quality

    How often a draft needs a material correction before approval.

    Correction rate
  • Workflow reliability

    Reports missing required investigation evidence.

    Exceptions to resolve
  1. Current process
  2. Pilot results
  3. Review together

Agree what to improve or expand based on the results.

Start with one workflow in your business.

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