OV Auto-Defect Creator Studio
The generative AI defect generator that manufactures your training data for you. Create photorealistic synthetic defects for any surface, any material, any camera resolution.
Faster Than Manual Data Collection
Upload to Production-Ready Export
Sub-Pixel Defect Placement Accuracy
Unlimited Generations, Zero Quotas
The Challenge
Synthetic Training Data Is the Competitive Advantage
Every AI-powered inspection system is bottlenecked by its training data. Real defects are rare, costly to reproduce, and impossible to scale. A synthetic defect generator is how the world's best manufacturers solve this.
Weeks of Waiting
Your deep learning models sit idle while you wait for production line defects to accumulate. Every week of delay is a week your competitors are shipping.
Costly Scrap
Deliberately destroying production parts to generate training samples is wasteful, expensive, and fundamentally unscalable for modern manufacturing.
Imbalanced Datasets
Rare defect classes stay underrepresented in your training sets, causing your computer vision models to fail on the exact failures that matter most.
Watch It in Action
See the Defect Creator in Action
Learn how manufacturers are using AI-generated synthetic defects to cut deployment time and boost model accuracy.
Generative AI Workflow
Five Steps to Production-Ready Data
An agentic AI pipeline that handles the heavy lifting. You describe what you need, the system generates it.
Upload
Drag & drop reference
Mark
Select defect area
Prompt
Describe texture/type
Generate
AI synthesis
Export
Production ready
Upload Image
Drag and drop your defect-free reference image
Mark Regions
Use selection tools to define defect areas
Describe Defect
Enter details like type, severity, and texture
Generate
AI creates realistic synthetic defects
Export
Download or save to your gallery
Real-World Results
See It In Action
Real generative AI workflows running on real manufacturing parts. Explore the core capabilities that make this tool indispensable.
Watch generative AI synthesize realistic surface defects on complex metal geometries. From a clean reference image to annotated training data in under a minute.
Industrial AI Engine
Built for Industrial Precision
Enterprise-grade generative AI tools purpose-built for manufacturing quality teams and machine vision engineers
Micro Defect Generation
Synthesize hairline scratches, micro-cracks, sub-surface pits, and other microscopic anomalies that are nearly impossible to collect from real production lines.
Extreme Location Precision
Place synthetic defects exactly where you need them, down to individual pixels. Full 100% zoom annotation ensures your bounding boxes align perfectly with production conditions.
Weeks to Minutes
Eliminate the data collection bottleneck entirely. Generate thousands of labeled, production-grade training images in the time it takes to describe what you need.
Generative Style Transfer
Apply real defect textures across different materials, colors, and surface finishes. One defect pattern, infinite product variants.
No Limits or Quotas
Generate as many synthetic images as your models require. No per-image fees, no usage caps, no artificial restrictions. Your data pipeline scales with your needs.
Camera Resolution Matching
Output images that perfectly match your inspection hardware. Native presets for OV80i 4K and OV20i/OV10i 2K resolutions ensure zero domain gap between synthetic and real data.
Generative AI Capabilities
Powerful Workflow Tools
Every feature is designed to accelerate synthetic data creation and improve your deep learning model accuracy
AI-Powered Defect Suggestions
Upload your product image and the agentic AI engine instantly analyzes surface materials, texture patterns, and lighting conditions to suggest the most probable defect types for your component.
Fine-Tune Your Dataset
Severity Control
Fine-tune defect intensity from barely perceptible micro-anomalies to catastrophic surface damage. Build the edge-case datasets that push your deep learning models to production-grade accuracy.
Batch Generation
Queue hundreds of synthetic variations and let the generative AI engine process them autonomously. Your synthetic dataset builds itself while you focus on model architecture.
Your Synthetic Defect Repository
Every generated image is automatically tagged with metadata, indexed for search, and stored locally in your browser. No cloud uploads, no data leaves your machine.
From Pocket to Production
Capture a reference image with any smartphone. The system auto-crops, corrects perspective, and resamples to match your production camera resolution automatically.
Maximize Output Quality
Best Practices for Synthetic Data
Follow these guidelines to maximize the photorealism and training effectiveness of your generative AI output.
Clean Input Data
Always start with defect-free "Golden Samples". Any pre-existing noise will be amplified by the generation process.
Detailed Prompting
Be specific with your generative AI prompts. Instead of "scratch", describe "deep vertical gouge exposing raw metal substrate with oxidation at edges".
Resolution Matching
Select the preset (OV80i/OV20i) that perfectly matches your physical inspection hardware.
100% Zoom Precision
Place annotations at full 1:1 zoom. The AI uses your bounding box as a strict generation mask.
A/B Test Verification
Use the slider to check lighting continuity. Shadows must match the original image source direction.
Iterative Refinement
Treat prompts like production code. Small adjustments to descriptors can yield dramatically different material interactions and defect morphologies.
Real Results
What Engineers Are Saying
Teams across industries are accelerating deep learning model training with synthetic defect data.
“We used to spend weeks collecting and labeling defect images for every new product line. With the defect generator, we had a complete training dataset in under an hour. Our computer vision model accuracy actually improved because the synthetic data covered edge cases we never captured on the line.”
Senior Vision Systems Engineer
Automotive Manufacturing
“In a high-mix environment, we are constantly switching products and every changeover means new defect types to train for. It would have taken us months to accumulate enough real samples across all our SKUs. The generative AI produced thousands of photorealistic variations in minutes. That completely changed our timeline for deploying automated inspection.”
Quality Assurance Director
Electronics Assembly
“Ultra fast. I uploaded a golden image, selected the defect types I needed, and had a full synthetic dataset ready in a few minutes. No staging parts, no waiting for rejects, no manual labeling. Our team went from idea to a trained model in a single afternoon.”
Manufacturing Engineering Lead
Food & Beverage Packaging
Start Building Your Synthetic Dataset Today
The manufacturers winning with AI inspection are the ones who solved the training data problem. This defect generator is how they did it. Start building your synthetic dataset today.
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