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Market landscapes / Model Serving & Compute

Inference Optimization & Compilers companies

Making models cheaper and faster to run: compilers, quantisation, kernels and serving optimisation. Deep technical work done by small teams. 5 of the 25 have been acquired, the highest proportion on these maps.

Updated 12 October 2026

25 companies
5 acquired
17 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 33Model Gateways & Routing 23GPU Orchestration & Cluster Management 20AI 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 Inference Optimization & Compilers, here is how I work. The whole market in numbers.