Enterprise DNA
AI Industry Map / Running models (inference) / Private and local AI
Running models (inference)

Private and local AI

Running models on your own machines or in your own cloud account for privacy, cost or control.

How big
No reliable figure found
Growth
No sourced number. Evidence is thin.
On the map
11 companies, 2 money flows, 3 openings

Who is making money

The companies earning or raising real money in this part of AI. Suppliers are marked: they sell to the builders rather than to end users.

Nvidia
NVDA Supplier

Sells NIM microservices and NVIDIA AI Enterprise software, which run AI models inside a company's own data centre.

$89.0B data centre revenue in the quarter to July 2026 (fiscal Q2 2027), out of $96.2B total

Open profile
Google
GOOGL

Hosts private model deployments inside a customer's Google Cloud account, and runs its own Gemini models.

25% of AI chip supply (Epoch AI)

Open profile
Microsoft
MSFT

Hosts private model deployments inside a customer's Azure account, and sells its own Copilot and model services.

20M+ users (2025)

Open profile
Amazon
AMZN Supplier

Hosts private and dedicated copies of AI models inside a customer's own AWS account, through Bedrock and related services.

5% of AI chip supply (Epoch AI)

Open profile
Mistral AI

sells on-premise deployments

About $14B valuation (Sep 2025)

Open profile
Dell Technologies
DELL Supplier

Sells AI servers and the Dell AI Factory package, built with Nvidia chips, for companies that run AI in their own sites.

Full-year fiscal 2027 guidance raised to $192B (Sep 2026)

Open profile
Cohere
Supplier

Canadian company that builds enterprise AI models and mostly sells them for private or on-premise use.

About $240M annualised recurring revenue at end 2025 (reported)

Open profile
LM Studio

Desktop app that runs open AI models on your own computer. Free for work and personal use since July 2025.

About $1.8M annual revenue in 2025 (reported)

Open profile
Ollama
Supplier

the popular tool for running models on a laptop or server

Not disclosed. Company declined to discuss revenue at its Series B

Open profile
Hewlett Packard Enterprise
HPE Supplier

Sells Private Cloud AI, a bundled on-premise AI system with Nvidia chips, for companies that keep data in-house.

Open profile
Red Hat
Supplier

Sells OpenShift AI, a platform for running and managing AI models on a company's own servers or cloud. Owned by IBM.

Open profile

Where the money flows

Companies pay vendors or integrators for licences and setup, and hardware makers for the machines.

The openings

Gaps still open in this area, from ones a small business could take to ones only giants can play.

  • Small business Private AI installs for NZ law, accounting and health firms that must keep data in-house
  • Startup money A managed private AI box for small businesses
  • Giants only On-device chips and models
The sceptic's view

Local models lag the best ones and cost more to maintain, so most firms end up on cloud APIs anyway.

Sources: komo.ai

The map updates three times a week.

241 companies across 25 areas, 62 money flows and 89 openings so far. New research lands every Tuesday, Thursday and Saturday.

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