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Industry-Specific·6–16 weeks·8–12 weeks

Computer Vision QC

For manufacturing and food production. Cameras above the line, vision model classifies each unit, defects flagged + ejected in milliseconds. Replaces sampling QC; the warranty / recall cost reduction usually pays back in 6–12 months.

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OUTCOMES
Defect escape rate
−72%
Warranty cost
−38%
QC labour
−60%
PROBLEM
The problem

What this fixes.

  • —

    Sampling misses 90% of edge defects

  • —

    Warranty claims signal upstream quality issue

  • —

    Manual visual inspection inconsistent

CAPABILITIES
How it works

Three jobs, on rails.

Inspect

100% of units

Frame-per-unit, multi-angle if needed.

Classify

By defect type

Per-defect model with severity scoring.

Eject

Real-time

Line integration — defect → eject in <100 ms.

EXAMPLE
A real moment

One scenario, one outcome.

The scenario

A snack-bar line: target weight tolerance is ±2g, common defect is a cracked wrapper at the heat-seal stage.

The outcome

Inspection catches 98.7% of cracked wrappers vs the previous 41% (sampling). Warranty returns drop 38% across the next quarter.

Engagement

Scoped on a call.

Delivery

8–12 weeks

Engagement model

Pilot → retainer

Scope confirmed in a 30-minute call. Fixed scope, fixed timeline before you sign. We'll send a one-page proposal within 48 hours.

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MIRROR·tested on us first · 100%AUTOMATIONS·50 ready to shipCATEGORIES·10 business functionsLIVE PRODUCTS·2 of our ownSTUDIO·Vienna, AT · since 2019MIRROR·tested on us first · 100%AUTOMATIONS·50 ready to shipCATEGORIES·10 business functionsLIVE PRODUCTS·2 of our ownSTUDIO·Vienna, AT · since 2019
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