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Neuron Cluster_Quantized AI Models

Lighter Models, Same Performance

AI Model Quantization & Distillation

Our AI Model Quantization platform is designed to optimize machine learning models, making them smaller, faster, and more efficient without significant loss of accuracy.

Key Benefits

Faster & Cheaper Compute at the Same Precision

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Enhanced Performance

Faster inference times on devices with limited computational resources.

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Cost
Efficiency

Save on cloud hosting and compute expenses by deploying optimized models.

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Reduced Storage Requirements

Drastically smaller model sizes to save memory and storage.

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Broader Device Compatibility

Enable deployment on a wider range of devices, including consumer-grade hardware.

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Lower Power Consumption

Ideal for running models on edge devices where power is limited.

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Seamless Integration

Works with popular AI models and existing machine learning pipelines.

Key Features

Automated Quantization Saves Time

  • Optimizer SaaS
    Integrate on to your current or newly established AI inference infrastructure. How it works: Inference Workload Orchestrator (IWO) will automatically detect the gateways, GPUs, and nodes in your network and select hardware resources within your infra for inference workloads. Infrastructure: Compatible with any infrastructure - cloud, on-premise, hybrid. Integration: Compatible with OpenAI API and REST API for seamless integration into any environment. Security: Communication between IWO components is end-to-end encrypted and matches the up to date data security standards. Pricing: Monthly based on the size of your infrastructure and models that you use.
  • Infra SaaS
    In case you don't have an AI infrastructure yet, you can choose the fully managed SaaS and we will manage it all for you from setup to maintenance, optimization, reporting, and the rest. All you need to do is let us know your AI plans and we will choose the best GPU provider mix, integrate IWO, and only charge you for what you use. Key benefits: You don’t need to do anything, just let us know what you need and we will take care of the rest Pay the monthly bill for what you use only at the best prices guaranteed
  • License in Your Environment
    Self-Managed Model License enables you to host and manage your own gateway(s) on-premises or in a private cloud environment. We offer the software, updates, and support framework but do not run the gateway infrastructure for you. Per-Gateway Licensing Each gateway instance that a license-holder operates in the network requires a dedicated license. This ensures fair usage and accountability for network resources. Annual Renewal The license is subject to a yearly renewal to maintain active support and access to updates, patches, and new feature releases.

Find out how much you could save on your monthly inference costs

Our unique solution helps companies save up to x6 on their monthly inference infrastructure costs. Fill out this quick survey to find out how much your infrastructure can be optimized.

Inference Workload Optimizer_Neuron Cluster

Open-Source Models

Quantization Paired with Optimization

AI Model Quantization and Distillation have a significant impact on AI infrastructure cost. Our Inference Workload Optimizer adds a layer of efficiency to the workload distribution, so that your AI infrastructure can run at an optimal load, saving thousands every month.

FAQ

  • Optimizer SaaS
    Integrate on to your current or newly established AI inference infrastructure. How it works: Inference Workload Orchestrator (IWO) will automatically detect the gateways, GPUs, and nodes in your network and select hardware resources within your infra for inference workloads. Infrastructure: Compatible with any infrastructure - cloud, on-premise, hybrid. Integration: Compatible with OpenAI API and REST API for seamless integration into any environment. Security: Communication between IWO components is end-to-end encrypted and matches the up to date data security standards. Pricing: Monthly based on the size of your infrastructure and models that you use.
  • Infra SaaS
    In case you don't have an AI infrastructure yet, you can choose the fully managed SaaS and we will manage it all for you from setup to maintenance, optimization, reporting, and the rest. All you need to do is let us know your AI plans and we will choose the best GPU provider mix, integrate IWO, and only charge you for what you use. Key benefits: You don’t need to do anything, just let us know what you need and we will take care of the rest Pay the monthly bill for what you use only at the best prices guaranteed
  • License in Your Environment
    Self-Managed Model License enables you to host and manage your own gateway(s) on-premises or in a private cloud environment. We offer the software, updates, and support framework but do not run the gateway infrastructure for you. Per-Gateway Licensing Each gateway instance that a license-holder operates in the network requires a dedicated license. This ensures fair usage and accountability for network resources. Annual Renewal The license is subject to a yearly renewal to maintain active support and access to updates, patches, and new feature releases.
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