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Use case

Optimize & Deploy

GGUF quantization, batch inference, edge deployment, GPU monitoring, and CPU-optimized serving for production workloads.

The problem

Models that work in the lab rarely fit edge devices or tight SLAs without quantization, batching, and serving tweaks. Each step is easy to get wrong.

How NEO solves it

NEO automates compression, batching, and deployment checks so inference meets latency and memory targets on the hardware you actually run, from laptops to GPUs.

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