Scratches & surface defects
MAPP Vision — AI-powered quality & defect detection.
An AI-driven machine vision module for manufacturing that automatically detects quality issues, guides operators, and integrates seamlessly with your automation and MES ecosystem.
Human inspection is inconsistent by design, not by fault.
Visual inspection depends on attention, lighting, fatigue and how many parts the operator has already looked at that shift. Escape rates rise late in a shift for reasons that have nothing to do with competence.
Rule-based vision handles well-defined features. Defects that vary in appearance — scratches, surface texture, subtle misalignment — are where AI-based classification earns its place.
Dents & deformation
Misalignment & wrong orientation
Missing parts & labelling issues
What MAPP Vision does.
Defect detection & classification
Identifies scratches, dents, misalignments, missing parts, wrong orientation, labelling issues and surface defects — and classifies them so the response can be automated rather than escalated.
AI model training & controlled improvement
Rule-based or AI-based inspection with manual retraining whenever new defect images or scenarios are added — so performance changes deliberately, not silently.
High-speed real-time processing
Designed for cycle-time-critical applications, making an accept/reject decision inside the station's available window.
On-premise deployment
Inspections execute on local infrastructure. Images and models stay inside your plant network.
Predictable by design: models are retrained deliberately when new defect scenarios are added, rather than adapting continuously — so behaviour on a validated line does not change without someone approving it.
Where it is deployed.
- Automotive BIW
- Powertrain components
- Plastics & moulded parts
- Electronics assembly
- FMCG packaging lines
- Machining & finishing
- Weld inspection
- Assembly verification
- Surface defect detection
- Dimensional checks
- OCR & barcode validation
- Packaging quality checks
What it delivers.
Zero-defect standards
Consistent inspection applied to every part, across every shift, without attention decay.
Less manual inspection
Reduced dependence on dedicated inspection headcount for repetitive visual checks.
Lower rework & scrap
Defects caught in-station rather than discovered downstream when more value has been added.
Faster issue resolution
Classified defects point at a cause rather than simply flagging a reject.
Complete image traceability
Every decision retains its image and audit trail, linked to the unit record.
Increased line uptime
Automated decision-making removes the stop-and-check pauses manual inspection imposes.
Connected products & services
MAPP ZEN
Vision results land in the same quality record as manual inspection and SPC data.
Module 03MAPP TRAIL
Attach the inspection image and verdict to the serialised unit's genealogy.
Service 03Turnkey automation
Vision inspection integrated into the cell we design, not bolted on afterwards.
Looking for something else?
Send us images of the defect you cannot catch.
A short feasibility assessment on your own sample images is the fastest way to know whether this will work for your part.