Market landscapes / Model Serving & Compute
GPU Orchestration & Cluster Management companies
Software that schedules, pools and right-sizes GPUs the customer already has. It sells management software rather than the hardware, which is the line that separates it from GPU rental, and the two get confused constantly. 20 companies, 2 acquired.
Updated 12 October 2026
20 companies
2 acquired
14 hiring now
The rest of the Model Serving & Compute landscape
The full map, including the sub-sectors too small to list separately.
The whole Model Serving & Compute mapGPU Cloud & Compute Rental 44LLM & Model Inference Serving 42AI Compute Hardware: Chips & Networking 33Inference Optimization & Compilers 25Model Gateways & Routing 23AI Data Centre & Power Infrastructure 14
I am Ben Jackson. I map this market and I hire the commercial teams inside it: sales, marketing, product and delivery. If you are building a team in GPU Orchestration & Cluster Management, here is how I work. The whole market in numbers.