The AI-native pattern library
Business models built on a learning loop between people and AI. Each pattern shows how the business makes money, what makes it hard to copy, and how it gets stronger over time.
What this is. This library contains six different AI-native business model patterns. Each pattern shows how the business makes money, what makes it hard to copy, and how it gets stronger the longer it runs. We will continue to expand the library over time.
Why it matters. An AI-native business is built on a learning loop. Humans teach the AI, and the AI helps humans do their best work.
How it’s organised. The patterns are divided into two families: build and transform. Build patterns apply to new businesses built AI-native from the ground up. Transform patterns are for established businesses shifting to an AI-native form.
The future of the firm is a learning loop in which human capital and token capital compound.
- Build patterns3
- Transform patterns3
- Build pattern01Encoded Expert
An expert practice built around a signature asset: the principal's judgement, encoded into deliverables they sharpen with each engagement.
MoatHighCompoundingHighRead the pattern → - Build pattern02Founder Expertise at Scale
A founder-led startup built to scale: the operation gets better at training employees, so revenue grows faster than hiring costs.
MoatMedium-HighCompoundingHighRead the pattern → - Build pattern03Domain Intelligence Business
A specialist practice sells its knowledge twice: once as a living knowledge base clients subscribe to, and again as advisory services.
MoatHighCompoundingHighRead the pattern → - Transform pattern04Compounding Retainer
A consulting business rebuilt around client engagement: each project enriches the relationship, justifying a retainer.
MoatMediumCompoundingMediumRead the pattern → - Transform pattern05Service-to-System
A service business packages its methodology into an AI system: instead of buying the service, clients rent the engine that delivers it.
MoatMedium-HighCompoundingHighRead the pattern → - Transform pattern06Learning Company
A company embeds an AI learning loop: its offerings grow sharper and more distinctive while rivals converge on AI sameness.
MoatMedium-HighCompoundingHighRead the pattern →
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