Building a Commercial-Ready AI Inference Platform with GPU and Token Billing
#AIInference #GPUCloud #TokenMetering
Mission
Build a scalable, self-service platform for Large Language Model (LLM) deployment and inference.
How 57Blocks Helped
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.
What We Built:
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.
The Outcome
A fully operable, commercial-grade AI cloud platform delivered with startup speed and enterprise quality.
