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Home/Services/Automation & Analytics/Quality Automation

Quality Automation

Catch defects on the line, not from a complaint.

Computer vision and RFID tracking catch what manual inspection can't.

Schedule a consultation →

30 minutes. You leave with a written plan, whether or not you hire us.

The Problem

What it's costing you.

01Quality Escapes

Manual inspection misses defects at line speed, especially on long shifts.

8% — of output lost to rework.

Quality Escapes
Live

of output lost to rework

8%

02Traceability Gaps

Inspection quality varies by who's on the floor and how tired they are.

+70% — higher recall cost without it.

Traceability Gaps
Live

higher recall cost without it

+70%

03Manual Quoting

Tracing a defective batch back to its source takes hours of paper records.

4 hrs — response window before win rate drops.

Manual Quoting
Live

response window before win rate drops

4 hrs

Quality Escapes
Live

of output lost to rework

8%

Included

What you get.

Computer Vision Inspection

Defects caught automatically at line speed.

RFID Batch Tracking

Every unit traceable to its source.

Defect Analytics

Patterns surfaced, not just individual flags.

Line-Speed Integration

Runs with production, not after it.

Tech Stack

The stack.

PythonPythonNode.jsNode.jsGraphQLGraphQL

Vs. Alternatives

Not the usual choice.

Manual Spreadsheets

Reports compiled by hand, always at least a day behind reality.

Enterprise BI (Tableau, SAP Analytics)

Priced and built for large enterprise data teams, not a single plant.

Cluxn

Recommended

Purpose-built dashboards and models connected directly to your real data.

Built for your operation
Support after go-live
Fixed, predictable timeline
No lock-in — you keep ownership

Process

The timeline.

1
2
3
4

01

Line Assessment

The defect types costing you the most

Weeks 1–2

02

Vision Model Training

Train detection models on your actual product and defect examples

Weeks 3–7

03

Integration & Testing

Integrated at production speed
Validated on real output

Weeks 8–10

04

Rollout & Monitor

Roll out
Monitor accuracy
Refine against real defect data

Weeks 11–12

Questions

Common questions.

Surface defects, dimensional variance, missing components, and other visually identifiable issues — scoped against your specific product during the line assessment.

Also in Automation & Analytics:Predictive Maintenance·Business Intelligence & Analytics·Demand Forecasting & Planning

Next step

Ready to see iton your floor?

We will show you the first fix and what it costs. No pitch.

Schedule a consultation →

30 minutes. You leave with a written plan, whether or not you hire us.

01

We listen

You tell us where time or money leaks. 30 minutes, your words.

02

We map it

We show which fix comes first and what it should cost.

03

You get a plan

A written plan in 48 hours. Keep it, even if you never hire us.