I recently compared Gemini 4 Carbon with Claude Opus 5.5, the Claude model most people use day to day. But if you pay for Claude Fable 5.1, Anthropic's top general-access model, that comparison doesn't quite answer your question. So here's a follow-up comparison.
My answer turns out to be different. Against Opus 5.5, Carbon came out only slightly ahead. Against Fable 5.1, the gap is much wider, and so is the price difference. That might surprise you since Fable 5.1 is the top-tier model. But know that Opus 5.5 is newer, and the mid-tier often catches up and surpasses the older top-tier model. That's the pattern we've been seeing.
Gemini 4 Carbon vs. Claude Fable 5.1 at a Glance
This one is less close than you might expect:
Availability: Fable 5.1 is available now. Carbon is still in limited preview.
Strengths: Carbon leads on almost every shared benchmark, with big gaps on long documents, security, and business automation. Fable 5.1's edge is that you can use it today.
Price: Carbon's introductory price is $2 / $10 per million input/output tokens. Even its full price of $4 / $20 is less than half of Fable 5.1's $10 / $50.
Carbon is cheaper and, on paper, stronger. So for most Fable 5.1 users, the real question isn't whether Carbon is better. It's whether to wait for it or move to something cheaper now.
What Is Gemini 4 Carbon?
Carbon is Google's most capable model. It's built for long-running agentic work, like spending hours tracking a bug through a large codebase, and it tops the Artificial Analysis Intelligence Index.
Carbon also sets state-of-the-art scores on finding and exploiting vulnerabilities, so Google is rolling it out carefully. Cyber defenders in its Fairwind Program get access first, then trusted partners, then developers and businesses. Google hasn't given dates or published a technical report.
What Is Claude Fable 5.1?
Fable 5.1 is Anthropic's top general-access model, released at the very beginning of September. It shares its weights with Claude Mythos 5.1, a version with looser cybersecurity safeguards that only verified organizations can use.
Fable 5.1 has a 1M-token context window, 128K max output, and always-on adaptive thinking that defaults to high effort. It's available through the Claude API, Amazon Bedrock, Google Cloud, and Microsoft Foundry.
Anthropic itself now points most users elsewhere. Its docs recommend starting with Claude Opus 5.5, which performs at Fable 5.1's level on most tasks for 60% less per token. Fable 5.1 is for the hardest reasoning and long-horizon agent work.
Benchmarks: How Far Apart Are They?
They are far apart. On the Artificial Analysis Intelligence Index, Carbon scores 59 and Fable 5.1 scores 49. If you're not familiar with the index, know that ten points is a large gap at the top of that index.
Individual tests tell the same story:
Benchmark
What it measures
Gemini 4 Carbon
Claude Fable 5.1
GraphWalks
Reasoning over very long inputs
96.2%
65.0%
AutomationBench
Business workflow automation
53.9%
31.4%
CWE-bench
Finding software vulnerabilities
71.0%
58.0%
FrontierSWE 2
Long software engineering tasks
61.2%
56.3%
AA Intelligence Index
Overall, across many tasks
59
49
Carbon leads every row, by about 31 points on long-context reasoning, 22 on business automation, and 13 on vulnerability detection. The closest gap is software engineering, at about 5 points.
Two issues, though: Most of these rows come from Google's launch materials, and Google picked tests where Carbon shines and ran it at its highest settings. And Carbon isn't flawless: Artificial Analysis measured its hallucination rate at 11%, up from 4% for Gemini 4 Argon. I repeated that hallucination rate metric in my other post because it surprised me a bit and I think it's worth repeating.
Gemini 4 Carbon vs. Fable 5.1 Pricing
Carbon is also much cheaper. That will be true even after its launch discount ends:
Gemini 4 Carbon
Claude Fable 5.1
Input (per 1M tokens)
$2 at launch, then $4
$10
Output (per 1M tokens)
$10 at launch, then $20
$50
Cached input (per 1M tokens)
~$0.10, then ~$0.20
$0.25
Context window
1M tokens (reported)
1M tokens
Max output
Not published
128K tokens
The gap grows per task because Fable 5.1 is verbose. It used 160M output tokens to complete the Artificial Analysis index, more than twice the median. A task there cost $12.99 with Fable 5.1 and $7.76 with Carbon, at Carbon's launch price. Batch processing cuts Fable 5.1's price in half, but that only works for jobs that can wait.
Should You Switch to Gemini 4 Carbon?
For most Fable 5.1 users, yes, you should switch once you can.
Switch to Carbon when it's available if:
You feed the model very long documents or codebases
You automate business workflows or do security work
Fable 5.1's cost is the main thing limiting how much you use it
Stay with Fable 5.1 if:
You need a model you can ship with today
Your workflows are built around Claude Code and Anthropic's tools. Even then, though, you should read up on Opus 5.5.
Your evals show Fable 5.1 handling tasks that cheaper models fail
What People Are Saying About Gemini 4 Carbon
The first reactions were about results. One example: Vending-Bench tests whether a model can run a simulated vending machine business over a long period, and it's scored by the final bank balance.
After the initial reactions, though, people were mostly complaining about the wait. That was to be expected: Google announced its strongest-ever model, then told (most) people they don't have access to it.
On the one hand, it's good to create buzz and momentum. On the other, it creates a risk that you could be leapfrogged. A competitor (I mean Anthropic) could come up with a better model and release it while you're still teasing yours. In fact, Fable 5.5 was buzzing, and Fable 5.5 is only a rumor. But that goes to show the problem of releasing info about a model that you can't yet use. People might compare it to another model no one can use.
So we're hoping Google hurries up. Every week Carbon stays in preview gives Anthropic more time to respond.
We'll be watching which comes first. And to hear the moment it happens, subscribe to The Median, our free Friday newsletter that breaks down the week's key AI stories.
Final Thoughts
The takeaway: Carbon beats Fable 5.1 on the benchmarks we have, and costs less than half as much. If Carbon were broadly available tomorrow, and you aren't especially loyal to Anthropic, then by all means switch. That said, it wouldn't surprise me if, while we're waiting for Carbon to finally be available, Fable 5.5 appears and takes our attention.
ผู้เขียน
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. Developers and businesses come later, and Google hasn't given a date.
Is Gemini 4 Carbon better than Claude Fable 5.1?⌄
On published benchmarks, yes. Carbon scores 59 on the Artificial Analysis Intelligence Index to Fable 5.1's 49, and leads on long-context reasoning, business automation, vulnerability detection, and software engineering. Most head-to-head numbers come from Google, so test both on your own work.
Which is cheaper?⌄
Gemini 4 Carbon. It costs $2 / $10 per million input/output tokens at launch and $4 / $20 after that. Claude Fable 5.1 costs $10 / $50.
Which is better for coding?⌄
Carbon edges Fable 5.1 on FrontierSWE 2 (61.2% vs. 56.3%), the smallest gap in our comparison. If you code in Claude Code, Claude Opus 5.5 is a cheaper alternative you can use today.
Should I wait for Gemini 4 Carbon instead of using Fable 5.1?⌄
Not necessarily. If cost is the issue, Claude Opus 5.5 is available now at Carbon's full price and performs at Fable 5.1's level on most tasks. Test Carbon once Google opens access.
Claude Fable 5 dominates on raw capability, but Gemini 3.5 Flash delivers near-frontier performance at a fraction of the cost and several times the speed. Keep reading to learn more.
Gemini 4 Argon leads Google's benchmark table on knowledge work and long context, while Claude Opus 5.5 holds terminal coding and won our hands-on test.
I recently compared Gemini 4 Carbon with Claude Opus 5.5, the Claude model most people use day to day. But if you pay for Claude Fable 5.1, Anthropic's top general-access model, that comparison doesn't quite answer your question. So here's a follow-up comparison.
My answer turns out to be different. Against Opus 5.5, Carbon came out only slightly ahead. Against Fable 5.1, the gap is much wider, and so is the price difference. That might surprise you since Fable 5.1 is the top-tier model. But know that Opus 5.5 is newer, and the mid-tier often catches up and surpasses the older top-tier model. That's the pattern we've been seeing.
Gemini 4 Carbon vs. Claude Fable 5.1 at a Glance
This one is less close than you might expect:
Carbon is cheaper and, on paper, stronger. So for most Fable 5.1 users, the real question isn't whether Carbon is better. It's whether to wait for it or move to something cheaper now.
What Is Gemini 4 Carbon?
Carbon is Google's most capable model. It's built for long-running agentic work, like spending hours tracking a bug through a large codebase, and it tops the Artificial Analysis Intelligence Index.
Carbon also sets state-of-the-art scores on finding and exploiting vulnerabilities, so Google is rolling it out carefully. Cyber defenders in its Fairwind Program get access first, then trusted partners, then developers and businesses. Google hasn't given dates or published a technical report.
What Is Claude Fable 5.1?
Fable 5.1 is Anthropic's top general-access model, released at the very beginning of September. It shares its weights with Claude Mythos 5.1, a version with looser cybersecurity safeguards that only verified organizations can use.
Fable 5.1 has a 1M-token context window, 128K max output, and always-on adaptive thinking that defaults to high effort. It's available through the Claude API, Amazon Bedrock, Google Cloud, and Microsoft Foundry.
Anthropic itself now points most users elsewhere. Its docs recommend starting with Claude Opus 5.5, which performs at Fable 5.1's level on most tasks for 60% less per token. Fable 5.1 is for the hardest reasoning and long-horizon agent work.
Benchmarks: How Far Apart Are They?
They are far apart. On the Artificial Analysis Intelligence Index, Carbon scores 59 and Fable 5.1 scores 49. If you're not familiar with the index, know that ten points is a large gap at the top of that index.
Individual tests tell the same story:
Carbon leads every row, by about 31 points on long-context reasoning, 22 on business automation, and 13 on vulnerability detection. The closest gap is software engineering, at about 5 points.
Two issues, though: Most of these rows come from Google's launch materials, and Google picked tests where Carbon shines and ran it at its highest settings. And Carbon isn't flawless: Artificial Analysis measured its hallucination rate at 11%, up from 4% for Gemini 4 Argon. I repeated that hallucination rate metric in my other post because it surprised me a bit and I think it's worth repeating.
Gemini 4 Carbon vs. Fable 5.1 Pricing
Carbon is also much cheaper. That will be true even after its launch discount ends:
The gap grows per task because Fable 5.1 is verbose. It used 160M output tokens to complete the Artificial Analysis index, more than twice the median. A task there cost $12.99 with Fable 5.1 and $7.76 with Carbon, at Carbon's launch price. Batch processing cuts Fable 5.1's price in half, but that only works for jobs that can wait.
Should You Switch to Gemini 4 Carbon?
For most Fable 5.1 users, yes, you should switch once you can.
Switch to Carbon when it's available if:
Stay with Fable 5.1 if:
What People Are Saying About Gemini 4 Carbon
The first reactions were about results. One example: Vending-Bench tests whether a model can run a simulated vending machine business over a long period, and it's scored by the final bank balance.
After the initial reactions, though, people were mostly complaining about the wait. That was to be expected: Google announced its strongest-ever model, then told (most) people they don't have access to it.
On the one hand, it's good to create buzz and momentum. On the other, it creates a risk that you could be leapfrogged. A competitor (I mean Anthropic) could come up with a better model and release it while you're still teasing yours. In fact, Fable 5.5 was buzzing, and Fable 5.5 is only a rumor. But that goes to show the problem of releasing info about a model that you can't yet use. People might compare it to another model no one can use.
So we're hoping Google hurries up. Every week Carbon stays in preview gives Anthropic more time to respond.
We'll be watching which comes first. And to hear the moment it happens, subscribe to The Median, our free Friday newsletter that breaks down the week's key AI stories.
Final Thoughts
The takeaway: Carbon beats Fable 5.1 on the benchmarks we have, and costs less than half as much. If Carbon were broadly available tomorrow, and you aren't especially loyal to Anthropic, then by all means switch. That said, it wouldn't surprise me if, while we're waiting for Carbon to finally be available, Fable 5.5 appears and takes our attention.