Verify Assembly Quality with Your CAD. No Training Data Required.

Upload your CAD file, connect your existing cameras, and get real-time alerts when components are missing or exceed tolerance. Start inspecting in minutes, not months.

Contact us for a free station viability check.

Industrial camera inspecting assembly on conveyor belt
Capture
Photo compared to CAD model
Compare to CAD
Quality over time
Assess & Track

Traditional Vision vs. Visceral Vision

Traditional Approach

  • Weeks or months collecting defect images for training
  • Requires ML expertise to label data and tune models
  • Retraining needed for every new product variant
  • Limited to detecting only the defects you train for
  • Specialized cameras or 3D scanners add cost and takt time
  • Statistical sampling catches only a fraction of defects
  • No audit trail linking defects to specific stations or timestamps

With Visceral

  • Upload your CAD and start inspecting immediately
  • No ML training—CAD is your ground truth
  • New product? Just upload the new CAD file
  • Detects missing and misaligned components
  • Works with any camera, uploaded images, or phone photos
  • 100% inspection coverage on every unit
  • Full traceability—every inspection linked to station, unit, and timestamp

How It Works

Go from CAD model to production-ready inspection in four steps. No machine learning expertise required.

Step 1

Upload Your CAD

Import your CAD file. The system automatically extracts component geometry and assembly structure.

Step 2

Capture Your Assembly

Upload images, connect a camera stream, or scan a QR code to capture from your phone. No special hardware needed.

Step 3

Get Real-Time Alerts

See instant visual feedback when components are missing, misaligned, or exceed your specified tolerance.

Step 4

Track Over Time

Monitor pass/fail rates across shifts and stations. Spot trends, catch regressions, and drive continuous improvement.

Why Quality Teams Choose Visceral

No Training Data

Your CAD model is the ground truth. No need to collect and label thousands of defect images.

Assembly Verification

Detect missing and misaligned components with precise CAD-based verification.

Any Camera, Image, or Video Stream

Upload photos, use existing industrial cameras, or capture ad-hoc via mobile QR code.

Real-Time Alerts

Catch out-of-spec parts immediately on the line, not in post-inspection.

Production Analytics

Track a unit's assembly graph across multiple stations. Monitor pass/fail rates, component variances, and drill into per-station quality metrics across shifts.

Ready to Modernize Your Quality Process?

See how CAD-first inspection works with your own models, or talk to us about deploying Visceral on your production line.