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Gemini 4 Carbon vs. Claude Opus 5.5: Should You Switch?

Gemini 4 Carbon isn't available yet. Here's how it compares to Claude Opus 5.5, and whether it's worth switching once Google opens access.
Josef Waples
Josef Waples

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You've seen the news about Gemini 4 Carbon. If you use Claude Opus 5.5 today, you're probably wondering whether to switch once Carbon is finally available.

This article helps you make that call ahead of time, so you know where Carbon is better, where Opus 5.5 still wins, and what moving would cost you. And once Carbon is available for wider use, we will test both models side-by-side and see if something surprises us. 

Gemini 4 Carbon vs. Claude Opus 5.5 at a Glance

The two models are close overall, but they're strong in different places:

  • Availability: As I mentioned, Opus 5.5 is available now. Carbon is still in limited preview.
  • Strengths: Carbon is better at security, long documents, and factual recall. Opus 5.5 is better at coding agents, computer use, and office work.
  • Price: Carbon's introductory price is $2 / $10 per million input/output tokens, half of Opus 5.5's $4 / $20. After that, it goes up to $4 / $20, the same as Opus 5.5.

Price would be the obvious reason to switch, but the half-price deal is only introductory, and Google hasn't said how long it lasts. At full price, the two cost the same per token. That leaves capability, and there the case for switching is, in my opinion, narrow: mainly security work and very long inputs.

What Is Gemini 4 Carbon?

Carbon is Google's most capable model. It arrived only a couple of weeks after Gemini 4 Argon became broadly available, and it's built for long-running agentic work, the kind where a model spends hours or even days chasing a bug through a large codebase.

Carbon sets state-of-the-art scores on finding and exploiting vulnerabilities, which is exactly why Google is being careful with access. It's starting with cyber defenders in its Fairwind Program, then trusted partners, and only then developers and businesses.

Google hasn't published a technical report or a full API spec yet.

What Is Claude Opus 5.5?

Opus 5.5 is Anthropic's recommended model for most work. Anthropic says it performs at the level of Claude Fable 5.1 on most tasks while costing 60% less per token.

It's built for agentic coding and knowledge work, and it's available in the Claude apps, Claude Code, the Claude API, and on AWS, Google Cloud, and Azure. It runs at medium effort by default, while its benchmark scores mostly use the maximum setting.

Benchmarks: How Close Are They?

On overall rankings, very close. Carbon leads the Artificial Analysis Intelligence Index by a single point (59 vs. 58), and the two are tied within the margin of error on the Vals Index.

But look at individual tests and the gaps get much bigger:

BenchmarkWhat it measuresGemini 4 CarbonClaude Opus 5.5
GraphWalksReasoning over very long inputs96.2%66.8%
ExploitGymExploiting vulnerabilities54.8%34.5%
AutomationBenchBusiness workflow automation53.9%42.5%
AA Coding Agent IndexCoding inside its own agent5962
OSWorld-2.1 (offline subset)Computer use81.5%87.2%
AA-BriefcaseDocuments, slides, spreadsheets16091800

So how can two models be tied overall and this far apart on specific tests? Well, an overall index averages dozens of tasks. Each model wins big in some areas and loses in others, and the wins and losses roughly cancel out.

It also matters who picked the tests. Most rows in this table come from Google's launch materials, and Google naturally highlighted the areas where Carbon shines. It also ran its security tests without guardrails. Carbon's big leads are real, but they're concentrated in a few specialized areas.

The most useful question is this: Which model is better at your work?

  • Carbon leads on long-context reasoning (by about 30 points), exploiting vulnerabilities (about 20), and business automation (about 11).
  • Opus 5.5 leads on coding agents (3 points), computer use (about 6), and office documents (about 190 Elo), which is the everyday work of most developers.
Gemini 4 Carbon leads Claude Opus 5.5 by 30 points on long-context reasoning, 20 on exploiting vulnerabilities and 11 on business automation, while Opus 5.5 leads by 6 on computer use and 3 on coding agents

One more thing to note: Carbon also scores higher on factual knowledge, but its hallucination rate jumped from 4% for Argon to 11%, so do remember to check what it tells you. 

Gemini 4 Carbon vs. Opus 5.5 Pricing

On pricing, Carbon is cheaper, for now:

 Gemini 4 CarbonClaude Opus 5.5
Input (per 1M tokens)$2 at launch, then $4$4
Output (per 1M tokens)$10 at launch, then $20$20
Cached input (per 1M tokens)~$0.10, then ~$0.20$0.20
Context window1M tokens (reported)1M tokens
Max outputNot published128K tokens

Carbon launches at half Opus 5.5's price. Google hasn't said how long that lasts.

Gemini 4 Carbon costs $2 input and $10 output per million tokens at launch, rising to $4 and $20 at full price, the same as Claude Opus 5.5

Even at full price, Carbon tends to cost less per task because it uses fewer tokens. On Artificial Analysis's index, a task cost $7.76 with Carbon at high effort and $10.04 with Opus 5.5 at max effort. Opus 5.5 can close some of that gap with batch processing, caching, and lower effort settings.

Should You Switch to Gemini 4 Carbon?

For most Opus 5.5 users, no. At least not wholesale.

Switch when Carbon is available if:

  • You do security work, like finding and patching vulnerabilities
  • You regularly feed the model very long documents or codebases
  • Cost per task matters more than squeezing out the last few points on coding

Stay with Opus 5.5 if:

  • Your main workload is coding agents, especially in Claude Code
  • You rely on computer use or office deliverables like slides and spreadsheets
  • You need a model you can ship with today
Decision flow: if security work or very long documents and codebases are a big part of your work, test Gemini 4 Carbon; otherwise stay with Claude Opus 5.5

The realistic plan for most teams is to keep Opus 5.5 in production and test Carbon on your own tasks the week it opens up. If it wins on your workload, switching is easy. Both have 1M-token context windows, and Carbon's launch pricing keeps the test cheap.

Final Thoughts

Carbon is the stronger model on paper, but only by a point, and only in places. Its real advantages are security, long context, and price.

If those match your work, plan to switch when Google opens access. If you mostly use Opus 5.5 for coding and agents, there's no reason to wait on Carbon. Keep building, and revisit when you can run both side by side. For our part, we will update this article with hands-on, side-by-side tests to see how the two options stack up. 

Also, while we are waiting: Subscirbe to The Median, our free Friday newsletter that breaks down the week’s key stories.

Josef Waples

Author

Josef Waples

I'm a data science editor with contributions to research articles in scientific journals. I'm especially interested in linear algebra, statistics, R, and the like.

FAQs

Can I use Gemini 4 Carbon now?

Probably not. Google is limiting access to selected cyber defenders and Fairwind Program partners. It says developers, businesses, and consumers will get access "as soon as possible," but hasn't given a date.

Is Gemini 4 Carbon better than Claude Opus 5.5?

Narrowly, on overall intelligence: 59 vs. 58 on the Artificial Analysis Intelligence Index. Opus 5.5 still leads on coding agents, computer use, and office tasks.

Which is cheaper?

Carbon. It launches at $2 / $10 per million input/output tokens, half of Opus 5.5's $4 / $20, and it used fewer tokens per task in Artificial Analysis's tests.

Which is better for coding?

Opus 5.5, for most developers. It leads the Artificial Analysis Coding Agent Index, which measures each model inside its own coding agent.

Should I wait for Gemini 4 Carbon instead of using Opus 5.5?

No. There's no release date for Carbon, and Opus 5.5 is one of the best models available. Use it now, and test Carbon when access opens.

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