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Heavy Equipment Quality

Metal Components Quality Control & Counting

AI-powered inspection for metal parts and heavy equipment components. 100% surface defect detection, automatic counting, material verification. Zero escapes to field.

OK / KO
Metal elbow fitting shown twice: OK on the left, and KO on the right with the missing marking circled
Surface Defect Detection
100%
Surface Defect Detection
Component Counting Accuracy
99.9%
Component Counting Accuracy
Annual Savings per Line
€120k
Annual Savings per Line

The Challenge

Heavy equipment manufacturers like Berco produce complex metal assemblies with thousands of components. Manual inspection is slow, inconsistent, and misses defects that reach customers.

  • 01

    Surface Defects Missed

    Scratches, dents, corrosion, stress marks. Manual inspection catches 75-85% of defects. Remaining 15-25% reach field.

  • 02

    Counting Errors

    Manual tallying of bolts, teeth, pins, spacers. Human error results in incomplete kits, assembly stops, production delays.

  • 03

    Slow Inspection Bottleneck

    Each component assembly requires 8-12 minutes of manual visual inspection. Throughput limited by inspection speed, not production speed.

  • 04

    Field Failures & Recalls

    Defective components cause equipment failure on customer sites. Recalls, warranty claims, reputational damage.

Area check
Machined flange housing with three inspection areas, one failing its compliance threshold

The AI Vision Solution

100% Inline Metal Component Inspection

Multi-Angle Surface Imaging — Captures all surfaces under varied lighting (glossy, textured, oxidized metal)

Precision Defect Detection — Identifies scratches >0.5mm, dents, corrosion, material discoloration, stress cracking

Automatic Counting — AI counts bolts, teeth, pins, spacers with 99.9% accuracy. Zero recount errors.

Production Speed — Inspects 50+ components per minute. No line slowdown. Automatic pass/fail/rework decision.

Detection Capabilities

  • 01

    Scratch Detection

    >0.5mm scratches, all orientations, any surface finish (polished, brushed, oxidized)

  • 02

    Dent & Deformation

    Impact marks, bent edges, dimensional variations >0.3mm from spec

  • 03

    Corrosion & Oxidation

    Surface rust, discoloration, pitting, salt spray damage

  • 04

    Component Counting

    Bolts, teeth, pins, washers, spacers (any shape). 99.9% accuracy, even partially occluded.

  • 05

    Fastener Verification

    Correct bolt type, thread integrity, positioning. Detects missing or wrong bolts.

  • 06

    Material Verification

    Surface finish verification, color consistency, material type identification (steel, aluminium, etc.)

Proven Results

  • 100%

    Surface Defect Detection

    Up from 75-85% manual. AI catches all scratches, dents, corrosion. Zero field escapes.

  • 99.9%

    Component Counting

    No more miscounts. Every bolt, tooth, pin accounted for. Assembly never halts due to missing parts.

  • 60%

    Faster Inspection

    Reduces per-unit inspection time from 10 min to 4 min. Line throughput increases 2.5x.

  • €120k

    Annual Savings/Line

    €80k inspection labour + €40k prevented recalls/rework. Payback in 4-5 months.

Key Features

  • 01

    Multi-Angle Imaging

    Captures top, bottom, sides. Handles reflective metal surfaces without glare interference.

  • 02

    Adaptive Lighting

    Auto-adjusts for surface finish variations. Works on polished, brushed, oxidized, or painted metal.

  • 03

    Real-Time Traceability

    Every component logged with photos, defect type, location, operator, timestamp. Audit trail for compliance.

  • 04

    ERP Integration

    Integrates with SAP, Oracle, custom systems. Automatic pass/fail routing, quality data export.

  • 05

    Defect Analytics

    Dashboard shows defect trends, hotspots, root causes. Drives process improvements.

  • 06

    Production Speed

    Inspects 50+ components/minute. Zero line slowdown. AI runs faster than manual inspection.

Why Heavy Equipment Manufacturers Choose This Solution

Berco and similar manufacturers need zero-defect production for undercarriages and components. Field failures in excavators cost $50k-$200k per unit (downtime, replacement, warranty, reputation). AI inspection eliminates 99% of defects before they ship, paying for itself in weeks through prevented recalls alone. Plus, manufacturers gain capacity without hiring more inspectors—production throughput increases 2-3x while quality improves.

Free feasibility test

Test AI Inspection on Your Metal Components

Send us 50 sample parts. We’ll run a 5-day POC inspecting them, logging defects, and counting components. See real results with your actual products.

parts or photos
20
parts or photos
days to results
5-7
days to results
no commitment
€0
no commitment
Compliance 98.07%
Metal clamp ring with four inspection areas marked and a compliance score per area

Frequently Asked Questions

Does AI work on all metal finishes (polished, brushed, oxidized, painted)?

Yes. AI is trained on all surface finishes. Adaptive lighting handles reflections on polished steel. Oxidized surfaces are easily detected. Painted components: AI inspects both paint quality and underlying defects before paint applied.

What defect sizes does it detect?

Scratches >0.5mm, dents >0.3mm, corrosion spots >1mm². Smaller defects can be detected with higher-resolution imaging. Customizable detection thresholds based on your requirements.

How accurate is component counting?

99.9% accuracy for bolts, teeth, pins, spacers. Even partially hidden components are counted. Counting never slows production (processes 50+ components/min).

How long does setup/training take?

We install hardware and cameras (1 week). AI training on your components (2-3 weeks using 200+ sample images). Full production deployment: 3-4 weeks. Payback period: 4-5 months.

Can you integrate with our ERP/MES system?

Yes. We integrate with SAP, Oracle, Siemens MES, and custom systems. Automatic routing (pass/fail/rework), defect data export, traceability logs. Your IT team handles integration or we provide integration support.

What’s the cost for a production line?

€3,500-€5,000/month depending on component complexity and line speed. Includes hardware, AI software, training, support. Savings typically exceed cost in month 2-3 through labour reduction + prevented recalls.

Trusted on production lines at

  • thyssenkrupp
  • Alcantara
  • Colombini Casa
  • Vellardi
  • Getcoo
  • MTG