External signals · impact on AVY
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Action Plan · COO

30 · 60 · 90 days — Vision Quality Control

Owner: COO

First 30 days

Foundations
  • Engage Walmart operations team to baseline current defect escape rate using SAP QM system; validate 1.8% starting metric.
  • Audit customer claims process with adidas, mapping root causes and quantifying baseline claims index at 100.
  • Establish cross-functional quality task force including manufacturing, IT, and customer service.
  • Select pilot production line for Vision Quality Control deployment at Ohio facility.

First 60 days

Validate
  • Deploy Vision Quality Control system on pilot line; integrate with SAP QM for real-time defect tracking.
  • Train line operators and quality managers on new vision system and revised SOPs.
  • Begin weekly reporting of defect escape rate and customer claims for Walmart and adidas pilot products.
  • Identify and address top 3 defect categories contributing to escape rate.

First 90 days

Decide & scale
  • Expand Vision Quality Control deployment to second line serving Gap/Athleta.
  • Review pilot outcomes: defect escape rate reduced to 0.8%, customer claims index down to 60 (assumed).
  • Present interim results to board; validate business case for full rollout.
  • Develop roadmap for scaling Vision Quality Control to all North America facilities, targeting 0.4% escape rate and 35 claims index.

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