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Applied AI·September 13, 2026·1 min read

'That is where the machine starts winning on cost': Expert pits AMD Radeon AI PRO R9700 rig against ChatGPT and gives surprising verdict

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The AMD Radeon AI PRO R9700 rig only beats cloud AI subscriptions once your monthly token volume crosses a high threshold — below that, cloud still wins on cost and flexibility. Teams with predictable, heavy workloads should start running real TCO models now, because the on-prem vs cloud crossover point is becoming a concrete budget decision, not a philosophical one.

Applied AI

Sources: Anthropic told investors it will be profitable for a second straight quarter, with 80%+ gross margins before partner revenue sharing and training costs

Model vendors showing 80%+ gross margins on adjusted bases are telling you two things at once — the core inference business can throw off software-like economics, and real profitability still depends on how you treat rev-share and training capex. For buyers, expect harder pushes toward long-term commitments and platform lock-in as these companies head into IPO mode and optimize for predictable, high-margin revenue.