Every frontier model is profitable on its own; the company loses money only because it is already training one ten times more expensive.

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• Frontier models must be cheap enough for anyone to use, because a world in which they are rationed to the wealthiest developers is the wrong world. AWAlexandr Wang29 Jul 2026similar wording
• Training a frontier model achieves almost nothing by itself; all the economic and military power comes from deploying it, and deployment is what consumes the compute. DPDylan Patel3 Feb 2025similar wording
• The frontier-model layer has to consolidate to a few players, because only a tax collected from everyone building on top pays back pre-training and post-training. BTBret Taylor18 Aug 2025similar wording
• An applied AI company should not train its own foundation model, because a foundation model is the fastest deteriorating asset there is. BTBret Taylor18 Aug 2025similar wording
• A competitor six months or a year behind the frontier can stay close, because the cost of AI falls more than tenfold every year. JHJensen Huang8 Jan 2026similar wording

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