Industrial & ManufacturingEurope
99.6% defect recall at line speed, with every frame auditable
Industrial manufacturer · Vision QC · plant-floor deployment
- 99.6%
- surface-defect recall
- every unit
- inspected at line speed
- 100%
- decisions traced to a frame and model version
How the business benefits
Before vs. after Allometrik
Payback window · 11 weeks
Before
- Defect recall81%
- InspectionShift-dependent
- Audit trailNone
After Allometrik
- Defect recall99.6%
- InspectionEvery unit
- Frame-to-decision log100%
The challenge
- Human inspection drifted across shifts; defects escaped at line speed.
- When a line stopped, nobody could show which frame justified it.
The approach
- Line-side cameras, classical CV for geometry, VLMs for ambiguous texture, human review on low confidence.
- Every inference writes an Allometrik AI OS trace: frame, boxes, score, owner.
Visual system blueprint
How it actually runs
scratch · 0.987edge chip · 0.941
Line 3 · 240 u/min · HOLD
Frame 18,442 traced to model `qc-v3.2` and owner Process Quality. Line held; human review in 4s.
Stack deployed
What it runs on
- Line-side vision
- VLMs
- MES / QMS connectors
- Allometrik AI OS
More client stories
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Iconic Destination Resort · Palm Jumeirah
InsuranceSouth & Central America · Mexico
100%of monthly inbound calls audited across 12 quality criteria
Auditing 100% of inbound calls, automating complaint taxonomy at 94% accuracy, and governing every production agent across South & Central America and Mexico
Global Fortune 500 Insurance Group
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