MetronIndustrial AI OS

Quality Intelligence · Product

Quality Intelligence

Protect yield and catch defects early — manual inspection, scrap reasons, and Vision Intelligence review with Human-in-the-loop.

  • Operator inspection forms on the live timeline
  • Scrap / rework codes feeding OEE Quality
  • Vision Intelligence: defect events → HITL → disposition (model Plug-in ready)
Quality engineer observing a machine-vision inspection station.Illustrative scene

Outcomes

What you'll gain

  • Fewer silent scrap escapes
  • Traceable holds and releases
  • Pareto of defect reasons by shift
  • Quality AI recommendations with approval

Trusted math

Formulas (locked)

Scrap rateScrap Count / Total Count
Rework rateRework Count / Total Count
Quality (OEE Q)Good Count / Total Count

Product tour

Inside Quality Intelligence

Inspection overlays, scrap Pareto, and Vision Review queue on the same Industrial Core as Production Intelligence.

Illustrative product scenario — not a customer deployment or live plant feed.

Shift timeline

QCHold
Illustrative DemoQuality Intelligence · Product signal97%

Deterministic sample values show the interaction pattern. Production deployments bind this view to governed Industrial Core signals.

Static accessible summary for this illustrative chart
Quality Intelligence · Product signal97%
ContextDeterministic sample values show the interaction pattern. Production deployments bind this view to governed Industrial Core signals.
Manual inspectionDEMO

Numeric ranges, yes/no, and checklist items — tablet-sized controls.

97%Q
1Holds
Vision HITLDEMO

Camera events with confidence scores. Never silent scrap — ApproveHitl required.

3Queue
62%Conf

Day on the floor

How it changes your day

  1. Operators run checks when production events fire
  2. Scrap reasons replace end-of-shift guesswork
  3. Vision suggestions wait for human disposition
  4. Quality factor stays consistent with oee-engine

Accuracy

Quality you can audit

Formulas from knowledge/quality-analytics.md. Vision model_id is optional — Plug-in later without redesign.

  • RBAC on hold / release / scrap
  • Audit on every vision disposition
  • Genealogy retains scrap reason codes

Review your factory improvement case

Bring one production line, its current data sources, and a priority loss. We will map the measurement, workflow, and proof of value.

Discuss your factory