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Sundar Pichai praises Carbon's benchmark quality and cost performance

2 reports2 story updatesUpdated Nov 2 13:35

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On November 2, 2026, Sundar Pichai reposted and commented on the GDPx benchmark released by SemiAnalysis, saying he was glad to see a high-quality benchmark that leaves room for improvement, and specifically mentioned Carbon's cost curve. On the same day, SemiAnalysis released the GDPx benchmark, covering 11 professional domains including chip design, cybersecurity, biology, finance, and law. The first version contains 206 tasks built by 14 data partners, and the leaderboard includes 13 models. The leaderboard shows Claude Opus 5.5 in first place at 12.0%, with an average cost per task of $51.41 and 548K output tokens; Gemini 4 Carbon second at 10.9%, and GPT-6 Astra third at 9.6%. SemiAnalysis said the benchmark will be updated every 3 to 6 months.

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SemiAnalysis releases the GDPx benchmark, covering 11 agent domains

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2 confirmed developments

  1. Sundar Pichai praises Carbon's benchmark quality and cost performance

    Source:Sundar Pichai
  2. SemiAnalysis releases GDPx agent benchmark

    Source:Unite.AI

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Nov 2

  1. Unite.AI

    SemiAnalysis releases the GDPx benchmark, covering 11 agent domains

    SemiAnalysis releases the GDPx benchmark, covering 11 professional domains including chip design, cybersecurity, biology, finance, and law. The first version contains 206 tasks built by 14 data partners, and the leaderboard includes 13 models. Claude Opus 5.5 ranks first at 12.0%, with an average cost of $51.41 per task and 548K output tokens; Gemini 4 Carbon ranks second at 10.9%, and GPT-6 Astra ranks third at 9.6%. SemiAnalysis says the benchmark is updated every 3 to 6 months, and criticizes OpenAI GDPval's tasks as non-interactive, with context written directly into the prompt.

  2. Sundar Pichai

    Pichai comments on the SemiAnalysis GDPx benchmark and Carbon costs

    SemiAnalysis released the GDPx benchmark, used to measure the performance of agents in high-value domains, saying that the strongest model scored only 12%. Sundar Pichai reposted it and commented that he was glad to see a high-quality benchmark with room for improvement, and specifically mentioned Carbon's cost curve.

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