Building a commercial-ready AI inference platform with GPU and token billing.

Build a scalable, self-service platform for Large Language Model (LLM) deployment and inference.

We helped GMI Cloud bypass the hiring bottleneck typical of seed-stage startups. By deploying autonomous Engineering Pods, we took end-to-end ownership of critical infrastructure layers, ensuring the internal team could scale without slowing down product delivery.

Core inference engine

Architected the backend to support scalable, high-performance GPU inference.

UI/UX & developer experience

Designed and implemented user-friendly dashboards and SDKs that make the platform accessible to both enterprise and retail users.

Commercial backbone

Built the necessary logic for usage-based tracking and platform governance.

A fully operable, commercial-grade AI cloud platform delivered with startup speed and enterprise quality.