Client Need / Challenge
General-purpose vision APIs are slow, expensive, and lack custom classification accuracy required for specialized business tasks.
Solutions & Architecture
Custom model training using PyTorch (YOLOv8, Swin Transformers, ViTs), followed by quantization (INT8) and optimization for edge deployment (TensorRT, ONNX).
Deliverables & Business Value
Millisecond-level inference, high-accuracy defect detection, automated video redaction, and smart surveillance.