AI model developers and AI products

Companies that train machine learning models or build products and tools around them. This is its own schema, version 1.

Baseline: AI model developers and AI products v1
Builds on: Software & SaaS
Mapped on the schema: 1 of 34 placed here
Primitives: 60 in 8 parts
Last updated: 3 Nov 2026

What the registry holds here

AI model developers and AI products and below · public parts only

With public findings: 34
Public parts: 49
Distinct sources: 49
Last change: 3 Nov 2026

Organizations by public parts

Counts of what public research has found and sourced, each part with its source on the organization’s profile. They say what is known, not how much of the industry exists.

Deepen this industry

Focused research on the organizations with the fewest mapped parts in ai model developers and ai products; what it finds is public for everyone.

Noviopus - Career AI Social Network1 part
Open Future Forum1 part
Schwarz Digits1 part
Geoffrey AI1 part
K Health1 part

Below itFoundation model developers AI applications and agents Machine learning and AI developer tooling

How automatable each primitive is, estimated from the 0 organizations mapped in public on the AI model developers and AI products schema: the share of those with the primitive that run it on software. Estimate from public data: the share of mapped organizations that run this on software. Not a recommendation.

LevelAll60 High6 Medium32 Low22

Primitive	Layer	Automation	Peers on software	Software parts named most
Models, products and target users Demand: winning customers	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Sales Demand: winning customers	People	LowLayer only	0 of 0 mapped; too few to read	—
Packaging and pricing Demand: winning customers	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Subscription agreements Demand: winning customers	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Compute, cloud and data partners Supply: making or delivering the offer	People	LowLayer only	0 of 0 mapped; too few to read	—
Model release and versioning Supply: making or delivering the offer	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Customer support Customers: keeping them	People	LowLayer only	0 of 0 mapped; too few to read	—
Customer success Customers: keeping them	People	LowLayer only	0 of 0 mapped; too few to read	—
Plan and burn Money: getting paid and paying	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Usage pricing and metering Money: getting paid and paying	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Org structure People: who does the work	People	LowLayer only	0 of 0 mapped; too few to read	—
Performance and pay People: who does the work	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Policies and culture People: who does the work	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Security and access Systems: tools and data	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Licences and registrations Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Regulatory compliance Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Insurance and risk Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Model safety Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Data protection and security assurance Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Usage policies and model documentation Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Strategy and goals Direction: deciding where it goes	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Governance and decision rights Direction: deciding where it goes	Decisions	LowLayer only	0 of 0 mapped; too few to read	—

The rule, the same for every industry: with 5 or more organizations having the primitive, 50% or more of them on software is high, 20% or more medium, below that low. With fewer, the level rests on the primitive's layer alone and says "Layer only". Software parts are counted once per organization; a detected technology is named by its product. See the blueprint for which organizations run each.

LevelAll60 High6 Medium32 Low22

Primitive	Layer	Automation	Peers on software	Software parts named most
Models, products and target users Demand: winning customers	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Sales Demand: winning customers	People	LowLayer only	0 of 0 mapped; too few to read	—
Packaging and pricing Demand: winning customers	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Subscription agreements Demand: winning customers	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Compute, cloud and data partners Supply: making or delivering the offer	People	LowLayer only	0 of 0 mapped; too few to read	—
Model release and versioning Supply: making or delivering the offer	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Customer support Customers: keeping them	People	LowLayer only	0 of 0 mapped; too few to read	—
Customer success Customers: keeping them	People	LowLayer only	0 of 0 mapped; too few to read	—
Plan and burn Money: getting paid and paying	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Usage pricing and metering Money: getting paid and paying	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Org structure People: who does the work	People	LowLayer only	0 of 0 mapped; too few to read	—
Performance and pay People: who does the work	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Policies and culture People: who does the work	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Security and access Systems: tools and data	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Licences and registrations Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Regulatory compliance Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Insurance and risk Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Model safety Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Data protection and security assurance Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Usage policies and model documentation Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Strategy and goals Direction: deciding where it goes	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Governance and decision rights Direction: deciding where it goes	Decisions	LowLayer only	0 of 0 mapped; too few to read	—