When latency, connectivity, or data sovereignty requirements make cloud AI impractical, edge deployment brings the inference to the data. ClearPoint optimizes and deploys AI models for constrained edge environments.

Edge Deployment Techniques

  • Model quantization for reduced size and faster inference
  • Knowledge distillation for edge-optimized smaller models
  • Hardware acceleration (NPU, GPU, specialized AI chips)
  • ONNX runtime deployment for cross-platform compatibility
  • Container-based deployment for consistent edge environments

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