CAD-Native Vision Platform
Computer Vision
for Real Factories
Deploy production-ready inspection models from your CAD files. No ML team. No data collection. No six-month integration cycle.
CAD-native
Synthetic dataset generation
No labels
Required to get started
Edge-ready
ONNX deployment artifact
The Problem
Factory vision systems are broken.
Thousands of labeled images. Six-month integration cycles. Brittle rules that shatter on new parts. Traditional machine vision demands defect samples that don't exist yet.
The Solution
Upload a CAD file.
Get a detector.
Bucket generates physics-accurate synthetic data from your STEP files, trains your model automatically, and packages it as an edge-ready detector. No labeling. No defect samples. No vision engineers.
How It Works
Three steps. No ML expertise.
Upload CAD
Drop in STEP, GLB, or STL. Your part renders instantly in the browser with correct scale, normals, and materials.
Generate Synthetic Data
Configure lighting, materials, camera paths, defect presets, and factory variation. All labels are generated automatically.
- Automated lighting & reflections
- Perfect segmentation labels
- Defect libraries for Plastics, BIW, Metals
Deploy Your Detector
Export ONNX or deploy via our Edge Toolkit for Jetson/x86. Connect to your existing cameras and start inspecting.
- Real-time detection & segmentation
- Multi-station pass/fail dashboard
- API for PLC/ERP/MES integration
Capabilities
What You Get
Cold-Start from CAD
Never hunt for defect samples again. Physics-accurate synthetic data from your STEP files.
Zero Manual Labeling
Perfect ground truth from simulation. No annotation teams, no label quality issues.
Factory-Ready Outputs
ONNX models + deployment kits for Jetson/x86. Plug into your existing edge hardware.
Works on Any Camera
Use the hardware you already have: FLIR, Keyence, Basler, or standard USB cameras.
Consistent Across Sites
One model, replicated across lines, plants, and geographies with identical quality.
Handles Part Variation
Lighting, angle, surface finish, and defect geometry simulated upfront. No retraining.
Start with Your CAD File
Upload a part and generate your first detector in minutes.