LexData
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MANUFACTURING

Defect detection that never stops improving.

Production lines change. Equipment ages. New products get introduced. LexData keeps your defect detection and quality inspection AI accurate across shifting factory conditions — continuously, not once.

// THE PROBLEM

What breaks AI in Manufacturing

01. FRAGILE

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.

02. COSTLY

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.

03. OBSOLETE

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.

// THE LEXDATA APPROACH

Continuous Quality Intelligence

Manufacturing Intelligence

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.

LexIntel

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.

LexOperate

Quality Monitoring

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.

// APPLICATIONS

Where we operate

APPLICATION 01

Surface Defect Detection

High-speed identification of scratches, dents, and cracks.

APPLICATION 02

Weld Quality Inspection

Automated analysis of weld porosity, undercut, and spatter.

APPLICATION 03

Assembly Verification

Confirming correct part placement and orientation in real-time.

APPLICATION 04

Package & Label Inspection

Ensuring accurate labeling, sealing, and barcode readability.

APPLICATION 05

Predictive Maintenance

Visual monitoring of equipment wear to schedule service.

APPLICATION 06

Multi-Sensor Monitoring

Fusing thermal and visual data for comprehensive line analysis.

// FEATURED CASE STUDY

Defect Detection at Scale

99%+ Accuracy Maintained in Production Read Full Story
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.

Why LexData for Manufacturing?

"Fast training is table stakes. We keep your models accurate for years, not weeks."

"Runs on your existing edge hardware. No proprietary equipment required."

"Continuous retraining as products, materials, and equipment change."

"Compliance-ready for IATF 16949, ISO 13485, AS9100D quality standards."

Bring us your manufacturing edge cases.