GMI Cloud

Serverless AI inference that scales with your production workloads

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Added Jul 2026

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What is Gmi Cloud?

GMI Cloud is an AI-native inference cloud platform built for production workloads, combining serverless scaling with dedicated GPU infrastructure. It offers automatic scaling to zero, built-in batching, and production-ready APIs for LLM and multimodal models on NVIDIA H100, H200, and Blackwell GPUs. The platform is designed for teams deploying large-scale AI applications that need predictable performance and transparent pricing.

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Key Features of Gmi Cloud

Serverless inference with automatic scaling to zero
Built-in batching and latency-aware scheduling
Production-ready APIs for LLM and multimodal models
Multi-tenant isolation for predictable performance
Dedicated bare metal GPUs with root access
Cluster orchestration for multi-node infrastructure
Unified API for leading AI models
Transparent GPU pricing across NVIDIA platforms

Who Should Use Gmi Cloud?

Deploy large-scale LLM inference workloads

Scale AI models from serverless to dedicated GPU clusters

Run multimodal AI applications in production

Train and fine-tune models with dedicated infrastructure

Handle real-time and batch inference traffic

Optimize inference costs with automatic scaling

Gmi Cloud: Pros & Cons

✓Pros

3.7x higher throughput in production benchmarks
5.1x faster inference speeds
30% lower costs compared to alternatives
2.3x faster scaling when demand spikes
Automatic scaling to zero eliminates idle costs
Flexible scaling from API-based to full GPU clusters without re-architecting
Built on NVIDIA Reference Platform Cloud Architecture
Root access and custom stacks available

Frequently Asked Questions about Gmi Cloud

What is GMI Cloud?

GMI Cloud is an AI-native inference cloud platform that combines serverless scaling with dedicated GPU infrastructure for production AI workloads, powered by NVIDIA.

How does serverless inference work on GMI Cloud?

Inference runs serverless by default with automatic scaling, request batching, and cost-aware scheduling. The platform automatically scales to zero when not in use, eliminating idle costs.

What GPU options are available?

GMI Cloud offers NVIDIA H100 ($2.00/GPU-hour), NVIDIA H200 ($2.60/GPU-hour), and NVIDIA Blackwell (pre-order available).

Can I scale from serverless to dedicated GPUs?

Yes, GMI Cloud is designed to scale seamlessly from API-based serverless inference to full GPU clusters without re-architecting your stack.

What AI models can I access?

GMI Cloud provides a unified API for leading LLM and multimodal models, including DeepSeek-V4-Flash, Claude-Opus-4.8, and GLM-5.2-FP8.