MANUFACTURING
Defect detection that never stops improving.
Every operator correction feeds retraining, so the line gets more accurate each cycle.
A production line never holds still - equipment ages, new products arrive, fixtures move. LexData keeps your defect detection and quality inspection accurate through every change, not just on the day it ships.
99%+ Accuracy maintained in production
The case study ↓// 01 · What breaks AI in manufacturing
Pilot accuracy doesn't survive production
Models that achieve 99% in controlled testing lose accuracy when factory lighting changes, machines get repositioned, or new product variants are introduced. What worked in the pilot fails on the floor.
False defects cost real money
False positives trigger unnecessary rework, line stoppages, and manual overrides. The AI was supposed to save time - instead it's creating work.
New products break old models
Every new SKU, material, or assembly variant requires the model to adapt. Without continuous retraining, your defect detection is always one product launch behind.
// 02 · Inside LexLoop
LexAnnotate
Defect Annotation
Pixel-level defect annotation for surface scratches, cracks, dents, weld faults, and assembly misalignments. Multi-sensor alignment for multi-camera inspection systems.
LexInsight
Line Performance
Connect defect detections to production data - batch numbers, machine IDs, shift schedules. Identify defect patterns across lines and predict maintenance needs before unplanned downtime.
LexAlert
Quality Alerts
Monitor defect detection accuracy across changing production conditions. Detect when lighting shifts, new materials, or equipment aging degrades model performance. Auto-retrain to maintain 99%+ accuracy.
// 03 · Where it runs
Surface Defect Detection
High-speed identification of scratches, dents, and cracks.
Weld Quality Inspection
Automated analysis of weld porosity, undercut, and spatter.
Assembly Verification
Confirming correct part placement and orientation in real-time.
Package & Label Inspection
Ensuring accurate labeling, sealing, and barcode readability.
Predictive Maintenance
Visual monitoring of equipment wear to schedule service.
Multi-Sensor Monitoring
Fusing thermal and visual data for comprehensive line analysis.
// 04 · In production
Defect Detection at Scale
99%+
Accuracy maintained in production
Read the case study (PDF) ↓- The Challenge
- Vision models performed well in pilots but lost accuracy as factory conditions shifted.
- Our Execution
- Built pixel-level annotated datasets and multi-sensor alignment for reliable defect detection.
- The Result
- Maintained 99%+ defect detection accuracy across changing production environments. Reduced unplanned downtime.
// 05 · Why LexData for manufacturing
01
Fast training is table stakes. We keep your models accurate for years, not weeks.
02
Runs on your existing edge hardware. No proprietary equipment required.
03
Continuous retraining as products, materials, and equipment change.
04
Compliance-ready for IATF 16949, ISO 13485, AS9100D quality standards.
// 06 · Same loop, different field
Bring us your manufacturing edge cases.
Enterprise? Contact sales