Claim◆Article
It is time to delete the assumption that frontier AI labs will always license their best models; increasingly it may be in their interest to hoard the intelligence and sell the products built with those models, not the models themselves.
The author opens by arguing the core assumption of the AI business — that the frontier labs will always sell their top models by the token — should be dropped, since it may become more profitable to keep the intelligence and sell products built on top of it. ✦ AI generated
Alex Kantrowitz · Big Technology · 2026-07-31 · original ↗
It's time to delete the assumption that the frontier AI labs will always license their best models and not hoard the intelligence for themselves. Just because the labs have, until now, sold their top-line models to all takers via an API, metered by token usage, doesn't mean they will inevitably sell it that way going forward. Instead, it may be in their best interest to sell the products they've built with these models, and not the models themselves.
Read full article ↗excerpt · fair-use quotation
- ·Frontier labs won't always license their best models.
- ·They may hoard the intelligence for themselves.
- ·Past API sales don't guarantee future sales.
- ·Labs may sell products built with their models.
- ·Selling models themselves may be abandoned.
- ·It could be in labs' best interest to do so.
- ·Labs sold top models by token until now.
- ·That doesn't mean they always will.
- ·Profit motive could shift how intelligence is sold.
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Evidence · 3
Anthropic's internal Model 2 scores significantly higher on internal benchmarks than any publicly released model, creating a dangerous and widening gap between what companies have internally and what the public can access.Pash · The Cognitive Revolution · conf 90%The AI race is no longer a one- or two-lab competition: open-weights competition from China and profit-insensitive initiatives from Google, Meta, and SpaceX mean there may now be five, six, or seven labs at the top.Alex Kantrowitz · Big Technology · conf 60%The business realities are already pushing AI labs upmarket into competing with their own clients — as seen in Anthropic's Claude Code and Claude Design and OpenAI's ChatGPT superapp with Codex — and if the labs hoard their best models, they will have a strong chance to build the best AI-native products and outcompete struggling legacy-software incumbents.Alex Kantrowitz · Big Technology · conf 60%