What GMI Cloud does

GMI Cloud is an AI-native inference cloud provider headquartered in Mountain View, California, that delivers GPU compute and AI inference infrastructure optimized for production generative AI workloads. The company operates a vertically integrated platform spanning an Inference Layer (LLM, image, video, audio, multimodal inference via Model-as-a-Service and AgentBox), an Orchestration Layer (Kubernetes-based Cluster Engine with auto-scaling and load balancing), a Compute Layer (dedicated NVIDIA GPUs), and a Hardware Layer built on NVIDIA Reference Architecture (H100, H200, Blackwell B200, GB200, and Vera Rubin NVL72 platforms). Pivoted from Bitcoin mining to AI datacenter services, GMI Cloud has built bare metal deployment capabilities claiming 30-40% speed advantage and 10x latency stability improvements versus hyperscaler virtualized environments, with RDMA-ready InfiniBand networking (3.2 Tbps) for distributed workloads.

The company serves 300+ AI teams across startup, enterprise, and public-sector segments, offering transparent usage-based pricing (H100 at $2.00/hr, H200 at $2.60/hr, B200 at $4.00/hr) alongside token-based MaaS API pricing across 200+ models. Its go-to-market combines a self-serve developer console (PLG), direct enterprise sales for sovereign AI and rent-to-own contracts, and a three-tier channel partner program (Reseller, Model Provider, Alliance). Strategic pivots have included $93M+ in total funding (Series A of $82M led by Headline Asia in October 2024), a $500M Taiwan AI Factory deployment (7,000 NVIDIA Blackwell GPUs), and a $12B Japan sovereign AI infrastructure initiative via partnerships with Wistron, Trend Micro (Magna AI), and TECO. SOC 2 and ISO 27001 certified with NVIDIA Reference Architecture Cloud Platform Partner designation.

Name

GMI Cloud

Legal name

GMI Computing US Inc.

Website

https://gmicloud.ai

Company type

Private

Founded year

2023

Operating status

Operating

Headcount range

101–250 employees

Short description

GMI Cloud is a Mountain View-based AI-native GPU cloud provider offering bare metal NVIDIA H100/H200/Blackwell compute, a 200+ model inference API (MaaS/AgentBox), and sovereign AI Factory deployments to 300+ AI startups, enterprises, and government clients globally.

Ownership category

akta.pro rank

Product category

GPU Cloud Infrastructure

NAICS

Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (5182), Computer Systems Design and Related Services (54151)

SIC

Services-Computer Integrated Systems Design (7373), Services-Computer Programming, Data Processing, Etc. (7370)

akta.pro primary industry

AI Compute Virtualization & Scheduling (GPU virtualization, cluster schedulers) (HDAAAAAG)

akta.pro secondary industries

Hybrid Cloud Compute & Virtualization Stack (HCI/VMs/Kubernetes) (HDABAMAF), Hybrid & Multi-Cloud Orchestration (Private-Cloud-Centric) (HDABABAE), AI/ML Solution Integration & MLOps Enablement (BPAEAAAJ)

Keywords

• GPU cloud infrastructure
• AI inference platform
• Bare metal GPU hosting
• Serverless AI inference
• Model-as-a-service

Headquarters

HQ city

Mountain View

HQ country

United States

HQ region

North America

Offices2 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Infrastructure, Technology or R&D, Personnel, Operations, Marketing or Sales, Supply Chain

Revenue model

1. GPU Compute Rental: Usage-based rental of NVIDIA H100 ($2.00/hr), H200 ($2.60/hr), B200 ($4.00/hr), GB200 ($8.00/hr) on both on-demand and reserved/committed tiers. Bare metal and container instance SKUs. Commitment-based pricing reduces unit GPU costs; usage-adaptive pricing flexes with workload maturity.
2. Model-as-a-Service (MaaS) API: Token-based or per-request pricing for inference across 200+ models. Examples: Claude Opus 4.8 ($5.00/M input, $25.00/M output), GPT-5.5 ($5.00/M input, $30.00/M output), DeepSeek-V4-Flash ($0.098/M input, $0.196/M output), Gemini-3.5-Flash ($1.50/M input, $9.00/M output). Discounted pricing vs direct provider access.
3. Enterprise / Long-term Capacity Contracts: Multi-year reserved capacity agreements, rent-to-own GPU infrastructure arrangements (customized contracts for startups like Mirelo AI), and sovereign AI infrastructure projects (e.g., $500M Taiwan AI Factory, $12B Japan sovereign AI initiative).
4. Channel / Reseller Program: Reseller margin structure for partners reselling GMI Cloud GPU compute, inference, and cluster capacity; model provider monetization via integrated billing and usage-based revenue share for distributed model APIs.

Pricing tiers

Go-to-market motion1 record

Distribution channels5 records

Core offering

GMI Cloud provides AI-native GPU cloud infrastructure combining serverless inference APIs, dedicated bare metal NVIDIA GPU clusters, and a unified model delivery layer across 200+ AI models. Its vertically integrated stack spans inference, orchestration, compute, and hardware layers to deliver production AI training and inference workloads with bare metal performance. Customers access the platform via a self-serve developer console, direct enterprise contracts, or channel partners for both SMB and sovereign/government deployments.

Differentiator

Problem solved

Functional benefit

Brands

• GMI Studio: Visual node-based platform enabling creators, agencies, and developers to build scalable AI content workflows without coding or GPU infrastructure management.
• AgentBox
• Model-as-a-Service (MaaS)

Products and services

• GPU Compute Rental (H100, H200, B200, GB200, GB300) Usage-based rental of dedicated NVIDIA GPUs (H100, H200, B200, GB200 NVL72, GB300 NVL72) on bare metal and container instance SKUs, available via on-demand and reserved/committed capacity tiers for AI training and production inference workloads.
• Model-as-a-Service (MaaS) Token-based and per-request API access to 200+ LLM, image, video, audio, and multimodal AI models through a single OpenAI-compatible endpoint, with KVcache reuse, scheduling, load planning, zero-retention configurations, and per-client customization. Targeted at AI developers and startups needing consolidated multi-model access.
• AgentBox Production AI agent platform where builders can publish AI agents and users can discover and deploy ready-to-use agents, providing the full stack for production AI agents including Docker-based deployment, on-network inference routing, zero idle cost, and centralized billing for 200+ models. Used by Morphic, TinyHumans, Topify, and others.
• GMI Studio Visual, node-based AI workflow orchestration platform enabling creators, agencies, and developers to build scalable AI content workflows (text-to-video, image generation, multimodal) without coding or managing GPU infrastructure, with multi-model orchestration, parallel execution across GPUs, versioned workflows, RBAC, and dedicated GPU infrastructure.
• Cluster Engine Kubernetes-based GPU cluster orchestration platform supporting bare metal servers, container services, and managed multi-node clusters. Deployable as standalone infrastructure platform or via BYOS on customer environments, with auto-scaling and load balancing.
• Sovereign AI Factory Deployment Globally distributed sovereign AI Factories using NVIDIA Vera Rubin NVL72 architecture with hardware-level data protection, multi-region deployment (US, APAC, EU), and infrastructure designed for government and national AI program requirements. Initial deployments include Taiwan ($500M AI Factory), Japan ($12B initiative, 1GW), Malaysia, Belgium, Romania, and Middle East/Africa via Magna AI partnership.

Quantifiable outcome

• 45% lower compute costs and 65% reduction in inference latency for Higgsfield generative video workloads
• +7 more outcomes

Named customers15 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration37 records

Feature8 records

Partnerships

15 partnerships are on record, tiered flagship, strategic, minor and core.

• Magna AI Inc.flagshipStrategic or Co-development Partner · 5 June 2026Strategic partnership to jointly architect, deploy, and scale a global network of sovereign AI Factories (AIFs) using NVIDIA Vera Rubin NVL72 architecture. Initial deployments planned in Malaysia, Belgium, and Romania; expansion to Middle East and Africa. Magna AI is a new sovereign AI company formed through partnership between Trend Micro and Wistron Digital Technology Holding Company.
• Trend Micro (TrendAI)flagshipStrategic or Co-development Partner · 1 June 2026TrendAI Inception Program partner providing AI startups with technical enablement, cybersecurity validation, and GTM support. Includes AI Red/Purple Teaming services, six months of free access to TrendAI Vision One™ AI Security, and co-marketing opportunities. GMI Cloud and Ontonics Lab are early partners.
• AWSstrategicStrategic or Co-development Partner · 1 June 2026Named as a supporting partner alongside GMI Cloud in the TrendAI Inception Program initiative to help AI startups build secure-by-design AI products.
• Ontonics Lab Co.minorStrategic or Co-development Partner · 1 June 2026Early partner alongside GMI Cloud in the TrendAI Inception Program for AI startups. Hardening AI platforms before market entry.
• Compal Electronics Inc.coreStrategic or Co-development Partner · 27 May 2026Collaboration announced May 27, 2026. Compal supplies high-performance GPU server platforms (including SGX30-2 supporting NVIDIA HGX B300) and systems integration for GMI Cloud's AI-native inference cloud services. Targeted at production-grade AI infrastructure for large-scale inference and agentic AI workloads. To be showcased at COMPUTEX 2026.
• NVIDIA Inception ProgramflagshipGTM or Marketing Partner · 6 April 2026Backs GMI Cloud's SCALE startup program. Provides infra and compute sponsorship, acceleration support, and ecosystem enablement for participating AI startups.
• Reflection AIflagshipStrategic or Co-development Partner · 20 November 2025Strategic collaboration announced November 20, 2025. Reflection AI leverages GMI Cloud's U.S.-based GPU clusters for training next-generation open AI models. Both companies explore broader opportunities in AI Factory and sovereign AI initiatives. Reflection AI raised $2B at $8B valuation.
• Inworld AIcoreTechnology or Integration · 20 November 2025Ecosystem/Model Provider Partner offering voice AI infrastructure (TTS, speech-to-speech, orchestration) via GMI Cloud's distribution. $100 credits per founder, up to $300 for engaged teams. Joint GTC booth presence and demo day showcases.
• VAST DatacoreTechnology or Integration · 17 November 2025Provides exabyte-scale storage infrastructure for the $500M Taiwan AI Factory. Storage supports model training, inference, and real-time data processing for GMI Cloud's deployment of 7,000 NVIDIA Blackwell GPUs.
• TECO Electric & MachinerycoreStrategic or Co-development Partner · 17 November 2025Partner for the $500M Taiwan AI Factory. TECO is one of the deployment partners (alongside Trend Micro, Wistron, and VAST Data) announced at the Taiwan AI Factory launch event.
• Wistron Digital Technology Holding CompanyflagshipStrategic or Co-development Partner · 17 November 2025Hardware manufacturing partner for sovereign AI Factories, including the Kagoshima AI Factory in Japan and the global Magna AI network. Combined with Trend Micro cybersecurity expertise to form Magna AI.
• RhominorGTM or Marketing PartnerEvent Partner for GMI Cloud's SCALE startup program. Provides event coordination and ecosystem support.
• 57blocksminorImplementation/ SI/ Consulting PartnerServices & Enablement Layer partner in SCALE program, providing advisory and implementation services to AI startups.
• Newport AIminorOthersCommunity Partner in SCALE program, contributing to startup ecosystem building.
• ComposioOthers

Scale indicators13 records

Recent moves9 records

Expansion highlights6 records

Direct peers

• CoreWeave: AI-focused GPU cloud provider offering NVIDIA H100/H200/Blackwell bare-metal and containerized instances for AI training and inference. Closest direct competitor to GMI Cloud in the AI-native GPU cloud category, with similar customer base (AI startups, generative media companies) and NVIDIA Reference Architecture foundation.
• Lambda Labs: GPU cloud provider specializing in AI/ML workloads with NVIDIA H100/H200/B200 clusters, offering on-demand and reserved capacity plus GPU workstations. Directly comparable to GMI Cloud's bare-metal GPU rental and dedicated cluster offerings.
• Together AI: AI cloud platform providing serverless inference, dedicated GPU clusters, and fine-tuning across 200+ open-source models. Directly competes with GMI's MaaS offering and inference-optimized cloud positioning.
• Crusoe Energy: GPU cloud provider leveraging stranded/renewable energy for AI compute, offering NVIDIA GPU clusters for AI training and inference. Comparable to GMI's energy-aligned positioning and Banpu Next strategic investment thesis.
• Nebius: AI infrastructure company operating NVIDIA GPU clusters across data centers in Europe, US, and Israel with full-stack AI cloud services. Comparable vertically integrated AI cloud offering targeting startups and enterprises with sovereign data residency.
• Fireworks AI: Inference-optimized AI platform providing serverless and dedicated deployment of open-source and proprietary LLMs with custom fine-tuning. Competes directly with GMI's AgentBox and MaaS inference layer for production AI workloads.
• RunPod: GPU cloud platform offering on-demand and serverless GPU instances for AI/ML workloads with container-based deployment. Competes with GMI Cloud's PLG/self-serve developer console motion targeting AI developers and small teams.
• Fluidstack: AI cloud provider operating large-scale GPU supercomputers for AI training, with sovereign AI deployments for governments. Comparable to GMI's sovereign AI Factory deployments and large-scale GPU cluster orchestration capabilities.

Broad incumbents

• Amazon Web Services (AWS): Hyperscale cloud provider with extensive NVIDIA GPU instance offerings (P5, P4d, G5) for AI training and inference. Largest incumbent GMI Cloud competes against on cost and specialization; named TrendAI Inception Program partner alongside GMI.
• Oracle Cloud Infrastructure: Hyperscale cloud provider with NVIDIA GPU clusters; explicitly referenced as the incumbent GMI Cloud displaces at Trend Micro, highlighting competitive overlap in AI infrastructure for enterprise workloads.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/gmi_cloud
• YouTubeyoutube.com/channel/UCYvrXI_ojg1Hcv3cT6j1CSw
• LinkedInlinkedin.com/company/gmi-cloud-ai

Revenue estimate

Valuation estimate

Number of profiles

Profiles12 records

Subsidiaries1 record

Funding overview

Funding rounds4 records

Investors5 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about GMI Cloud