AI Inference Platform
An AI inference platform is a complete software system for deploying, managing, and monetizing AI inference services. It combines model serving, API management, multi-tenant billing, usage metering, GPU orchestration, and administrative tools into a unified platform that enables operators to offer AI inference as a service to their customers.
An AI inference platform is more than just a model serving engine. While model serving handles the runtime execution, an inference platform adds the business logic and operational tools needed to run a commercial AI service — billing, tenant management, access controls, analytics, and self-service portals.
Building an AI inference platform from scratch typically requires 12+ months of engineering across multiple disciplines: ML infrastructure, API design, billing systems, multi-tenant architecture, and operational tooling. Platform software from vendors like Hoonify AI eliminates this build time.
Hoonify AI's inference platform consists of two main components: an admin portal for operators (tenant management, GPU monitoring, model deployment, pricing, revenue tracking) and a tenant portal for customers (API keys, usage dashboards, billing, model playground). Both are powered by TurbOS GPU orchestration.
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