Bridge the Data Gap in Machine Vision AI

Build Robust Defect Detection AI with Synthetic Training Data

Your inspection system is only as strong as the data it's trained on. Prime Studios delivers digital twin synthetic datasets that replicate your inspection environment — camera, lighting, materials, and defects — with photorealistic precision.

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Why Real-World Data Isn't Enough

Even the best machine vision platforms struggle when training data falls short. Common gaps include:

Rare and Corner-Case Defects

Critical defects that almost never appear in production but could cause catastrophic failures.

Costly or Impossible Samples

Creating defective samples for high-value parts is expensive and often impractical.

Environmental Variation

Changes in lighting, surfaces, reflections, or backgrounds that affect detection accuracy.

Inconsistent Annotations

Missing or poorly labeled data for subtle defects that require expert knowledge.

Domain Mismatch

Differences between controlled lab conditions and messy production environments.

The result: inspection models that fail when reality gets messy.

Our Solution: Digital Twin Synthetic Datasets

We carefully craft digital twins of your parts and inspection environment, replicating real-world conditions with VFX-grade rendering. Each dataset is engineered to:

Supplement Real-World Data

Generate rare defects and controlled variations that are impossible to capture naturally.

Perfect Ground Truth Annotations

Deliver pixel-perfect segmentation, labeling, and defect classification data.

Close the Domain Gap

Ensure your AI performs reliably in production, not just in controlled lab environments.

With nine years of aerospace machine vision experience, Prime Studios combines engineering precision with Hollywood-level realism.

Proven Results

Real-world impact across industries using synthetic training data

Up to 0 %
Time & Cost Savings
Reduction in data acquisition time and costs
Up to 0 %
Recognition Accuracy
AI model performance on real-world data
Up to 0 %
Cost Reduction
Lower data acquisition and processing costs
Up to 0 %
Faster Development
Accelerated AI training and deployment
Up to 0 %
Scalability
Increase in test data volume capacity
Up to 0 %
Data Collection Savings
Reduced physical data gathering requirements

Learn more about the quantitative benefits of synthetic training data

Download White Paper

Performance Comparison

Measurable improvements in AI model performance metrics

Metric Real Data Only Real + Synthetic Data
Precision 77.46% 82.56%
Recall 58.06% 61.71%
Mean Average Precision 64.50% 70.37%
F1 Score 0.662 0.705

Source: Prime Studios White Paper on Synthetic Training Data Benefits

Technologies We Work With

Our datasets integrate seamlessly into your workflow:

Commercial Vision Platforms

  • Cognex VisionPro
  • Cognex In-Sight
  • MVTec Halcon
  • NI Vision

Custom ML Frameworks

  • PyTorch
  • TensorFlow
  • Keras
  • scikit-learn
  • OpenCV

No matter what vision platform or ML framework you use, we deliver the missing defect data your AI needs.

See the Difference

[Real Inspection Image Placeholder]

Real inspection images lack rare defects

Limited by what actually occurs in production

[Synthetic Twin Image Placeholder]

Synthetic images supply them, with pixel-perfect ground truth

Complete control over defect types and conditions

Combined, they create robust AI models ready for production.

Who We Serve

We specialize in industries where defects are rare, parts are valuable, and reliability is mission-critical:

Medical Devices & Biotech

Implants, surgical tools, prosthetics

Aerospace & Defense

Precision components, composites, turbine blades

EV & Batteries

Cell inspection, contamination detection, specialty fasteners

Semiconductors & Electronics

Wafers, micro-components, advanced packaging

Luxury Goods & Watches

Micro-defects in surfaces and movements

Renewable Energy

Solar panels, turbine blades, structural parts

Frequently Asked Questions

Are synthetic images realistic enough for AI training?
Yes. Our digital twins replicate optical, material, and environmental conditions, ensuring photorealism that meets production standards.
Do you provide labeled data?
Absolutely. Ground truth, segmentation masks, and defect annotations are included with every dataset.
Can you replicate our specific defects?
Yes. We model scratches, cracks, deformations, contamination, or any defect type you define based on your specifications.
How fast is dataset delivery?
Pilot datasets are delivered in weeks, with timelines based on part complexity and dataset size requirements.

Contact Us

Prime Studios LLC

26632 Towne Centre Dr Ste 300
Foothill Ranch, CA 92610
United States