How defensible is OpenAI's position in frontier AI?
A three-year investigation into distribution, compute, and whether model capability is becoming a commodity.
FLOWA living research network for investigating private companies, challenging ideas, and building a permanent record of what we learn.

The fundamental unit is not a post. It is a question worth staying with.
01 — 04Not a feed of opinions. A working index of the questions, evidence, and unresolved ideas moving through private markets.
A three-year investigation into distribution, compute, and whether model capability is becoming a commodity.
Following the gap between a compelling demo and repeatable unit economics in the physical world.
What compounds when a market becomes both a venue for belief and a source of public data?
The strongest current interpretation: OpenAI's advantage is shifting away from the model itself and toward the workflows, distribution, and trust built around it.
Capability is diffusing. The durable moat will belong to the company that turns capability into an indispensable daily system.
Frontier AI · San Francisco
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