GMI Cloud Inference is a Model-as-a-Service platform serving hosted LLM, image, video, and audio models through one unified API.
GMI Cloud Inference is the provider's Model-as-a-Service offering, a unified API for leading proprietary and open-weight models across LLM, image, video, and audio modalities. GMI hosts and operates models on its own data-center infrastructure rather than routing to third parties, which the company presents as the basis for guaranteed SLAs, zero-retention configurations, and per-client customization of pricing, policies, and deployment. Platform features include KV cache reuse, scheduling, and load planning, with centralized billing and discounted pricing on major proprietary models.
The service targets teams moving from demos to production, with serverless inference as the default and an upgrade path to dedicated GPU clusters for sustained loads. Case studies published by the company include Analogy AI, Higgsfield, Utopai Studios, Eigen AI, and channel partner WiAdvance serving enterprise and public-sector customers in Taiwan.
CoreWeave
CoreWeave Inference
coreweave.com
Fireworks AI
Fireworks AI Inference
fireworks.ai
Together AI
Together AI Inference
together.ai
| Attribute | GMI Cloud Inference | CoreWeave Inference | Fireworks AI Inference | Together AI Inference | |
|---|---|---|---|---|---|
| Provider | | | | | |
| Founded | 2021 | 2017 | 2022 | 2022 | |
| Sells To | Developer, Enterprises | Enterprise | Enterprise | B2B, Enterprise | |
| Pricing Model | Recurring Subscription | Recurring, Software, Usage-based | Recurring | Recurring, Subscription, Usage-based | |
| Ownership | Venture-backed | Equity, Venture-backed | Venture-backed | Venture-backed |
Provider
Founded 2021
Sells To Developer, Enterprises
Pricing Model Recurring Subscription
Ownership Venture-backed
Provider
Founded 2017
Sells To Enterprise
Pricing Model Recurring, Software, Usage-based
Ownership Equity, Venture-backed
Provider
Founded 2022
Sells To Enterprise
Pricing Model Recurring
Ownership Venture-backed
Provider
Founded 2022
Sells To B2B, Enterprise
Pricing Model Recurring, Subscription, Usage-based
Ownership Venture-backed
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