OpenAI's subsidy shift rewrites the score-vs-cost Pareto frontier, analysis finds

RexDouglass · x · 2026-10-30

Adam Holter's mypriors.com analysis ("Score vs cost per task", with resets counted) argues OpenAI's new subsidization changes the value Pareto frontier: unsubsidized, its flagship is roughly in line with Claude, but the subsidy pulls its per-task cost curve well below competitors.

On the AA-II composite (10 benchmarks incl. AA-Briefcase v1.1, FrontierCode 2.0-AA and Terminal-Bench-Science-AA at 15% each), scores are Gemini 4 Carbon 59.4, Opus 5.5 58.2, GPT-6 Astra 56.8. Key takeaway: nominal prices and real subscription economics now diverge, so model comparisons must count reset/limit costs to see the true frontier.

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