Custom Manufacturing AI Models

Train industrial AI models on production data, sensor readings, and quality inspection images. Domain-specific models for predictive maintenance, defect detection, and process optimization.

Manufacturing & Industrial Challenges

Real-time inference on factory floor

Integration with OT systems and PLCs

Air-gapped deployment requirements

Harsh environment reliability

Multi-site standardization

How Custom Model Training & Distillation Solves Manufacturing & Industrial Challenges

Training domain models on curated corpora, applying NeMo and LoRA distillation, and wiring evaluation harnesses so accuracy stays high while latency and spend drop.

Domain-Specific Fine-Tuning

Train foundation models on your curated corpora for superior performance on specialized tasks.

Model Distillation

Compress large models into efficient variants using NeMo microservices and LoRA techniques.

Evaluation Harnesses

Automated testing frameworks measuring accuracy, latency, toxicity, and task-specific metrics.

Red Team Testing

Adversarial testing, jailbreak detection, and safety validation before production deployment.

Use Cases

  • Defect detection models trained on your product images
  • Predictive maintenance models from equipment sensor data
  • Process optimization models on production parameters
  • Quality prediction models from manufacturing data
  • Supply chain models trained on procurement history

Key Benefits

Higher defect detection accuracy for your specific products

Models calibrated to your equipment and processes

Reduced inference costs for edge deployment

Continuous improvement from production feedback loops

Faster model iteration for quality improvement

Technology Stack

NVIDIA NeMo MicroservicesHugging Face TransformersLoRA & QLoRADeepSpeed & MegatronRAG Evaluation HarnessesPromptFlow & TruLensWeights & Biases

Ready to Deploy Custom Model Training & Distillation for Manufacturing & Industrial?

Let's discuss how our custom model training & distillation capabilities can address your manufacturing & industrial challenges.

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