Comparison

Gemini 4 Carbon vs Claude Opus 5.5 vs GPT-6 Astra

The three frontier models as of November 2026, side by side: Artificial Analysis scores (59, 58, 57), prices per million tokens, context, access and what each means for how your brand is described.

By Ramanath, CTO & Co-Founder at Presenc AI · Last updated: November 2, 2026

The Short Version

On October 28, 2026, Google announced Gemini 4 Carbon and took the top spot on the Artificial Analysis Intelligence Index v5.0 with 59. Claude Opus 5.5 scores 58 at its max setting, and GPT-6 Astra 57. The gap between them is small enough that the effort setting you choose matters as much as the model. The bigger differences are price and access: Opus 5.5 and Astra are on general sale, while Carbon is limited to selected cyber defenders.

Side by Side

Gemini 4 CarbonClaude Opus 5.5GPT-6 Astra
MakerGoogleAnthropicOpenAI
ReleasedOctober 28, 2026 (limited)September 22, 2026Early September 2026
AA Intelligence Index v5.059 (high), 58 (medium)58 (max), 57 (xhigh)57 (max)
Price per M tokens, input / output$2 / $10 introductory, then $4 / $20$4 / $20$10 / $50; prompts over 272K tokens cost more
Context1M (Artificial Analysis listing)1M, 128K max output1.05M (922K max input), 128K max output
Knowledge cutoffNot statedJune 2026April 30, 2026
Who can use itSelected cyber defenders, then partners through Google's Fairwind Program. No public dateClaude apps, API, Bedrock, Google Cloud, Microsoft FoundryChatGPT and the OpenAI API

The scores are from the Artificial Analysis leaderboard, read on November 2, 2026. They change as models and settings are added, so name the variant when you quote one.

Gemini 4 Carbon

Carbon is aimed at security and long engineering work. Google reports 88.2% on SEC-bench Pro, 71.0% on CWE-bench, 54.8% on ExploitGym and a 1768 Elo on WebDev Arena, all vendor-reported. Google says Carbon makes about half as many unsupported claims as Gemini 4 Argon. One secondary report cites an AA-Omniscience hallucination rate of 11% for Carbon against 4% for Argon, which we could not confirm on Artificial Analysis' page. Most people can't use Carbon yet. For the full release history, see the Gemini 4 release brief and the Gemini 4 Carbon FAQ.

Claude Opus 5.5

Opus 5.5 is the strongest of the three that anyone can buy today at its price. Adaptive thinking is always on, with medium as the default effort. It is available on every major cloud. SemiAnalysis' new GDPx agent benchmark reportedly put Opus 5.5 first at 12.0%, which says as much about how hard the benchmark is as about the model. See the Claude Opus 5.5 release brief.

GPT-6 Astra

Astra is the most expensive by a wide margin, at $10 input and $50 output per million tokens. Batch and Flex processing cut that in half. It powers ChatGPT, which still has the largest consumer audience of any assistant, so it shapes more brand answers than either rival. The Wall Street Journal reported in late September that OpenAI cancelled a planned October release of GPT-6.1 Astra after safety testing. OpenAI has not commented publicly.

What It Means for Brand Visibility

The model that matters most to a brand is the one its buyers use, not the one at the top of a leaderboard. Astra reaches ChatGPT's users. Opus 5.5 reaches Claude's users and many coding and agent tools. Carbon reaches almost nobody yet, but it previews what Gemini and AI Mode will run on later. Run the same prompt set on each, and compare which competitors each one names and which sources it cites. See ChatGPT vs Claude vs Gemini vs Perplexity for the assistant-level view.

Frequently Asked Questions

On the Artificial Analysis Intelligence Index v5.0, Gemini 4 Carbon leads at 59, ahead of Claude Opus 5.5 at 58 and GPT-6 Astra at 57. Carbon is limited to selected cyber defenders, so Opus 5.5 is the top-scoring model on general sale.
It scores one point higher on the Artificial Analysis index, and Google reports strong security benchmarks. But the gap is within the range that effort settings change, and Carbon is not publicly available.
Gemini 4 Carbon at its $2 / $10 introductory price, which Google says will rise to $4 / $20. Claude Opus 5.5 costs $4 / $20. GPT-6 Astra costs $10 / $50 per million input and output tokens.
Not yet unless you are a selected cyber defender or Fairwind Program partner. Google says developers, businesses and consumers will get access as soon as possible, without a date.

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