Best AI for Coding: Opus 5.5 vs Gemini 4 Carbon vs GPT-6 Astra

Which AI model is best for coding in November 2026? On published numbers, Claude Opus 5.5 leads agentic coding and real-world task cost-effectiveness is a close fight, while Gemini 4 Carbon tops general intelligence by one point and GPT-6 Astra wins a few specific tests. Every figure below comes from third-party benchmark trackers or vendor tables, and we ran none ourselves.
Quick summary
- Best for coding agents: Claude Opus 5.5 (Coding Agent Index 62 via Claude Code vs 59 for Carbon via Antigravity CLI).
- Best overall score: Gemini 4 Carbon, 59 on the Artificial Analysis Intelligence Index v5 vs 58 (Opus) and 57 (Astra).
- Best value on work tasks: Carbon, about $16 per GDPx task vs about $51 for Opus.
- Astra is the priciest per token and wins FrontierSWE 2.
How do the three score side by side?
| Benchmark | Gemini 4 Carbon | Claude Opus 5.5 | GPT-6 Astra |
|---|---|---|---|
| AA Intelligence Index v5 | 59 | 58 | 57 |
| Vals Index v2.2 | 70.4% | 70.2% | 65.0% |
| FrontierSWE 2 | 61.2% | 62.3% | 65.5% |
| Terminal-Bench 4.0 | 65.2% | 59.6% | 59.1% |
| OSWorld-2.1 (offline subset) | 81.5% | 87.2% | 80.9% |
| AutomationBench (Zapier) | 53.9% | 42.5% | 41.4% |
| GraphWalks 256K-1M | 96.2% | 66.8% | 71.8% |
Most of the Carbon column comes from Google's own launch table, so treat it as vendor-reported. The Intelligence Index figures are from Artificial Analysis.
Which AI is best for coding?
It depends on the test. On the Artificial Analysis Coding Agent Index, Opus 5.5 running in Claude Code scores 62 and Carbon in Antigravity CLI scores 59. On FrontierCode v1.1 Opus has 56% to Carbon's 51%. Carbon wins Terminal-Bench 4.0, and Astra wins FrontierSWE 2. Because each score also reflects the agent harness, a benchmark number is not a pure model comparison.
Our read: Opus 5.5 is the safer pick for repository-level agent work, Carbon is strong for terminal tasks, and Astra is competitive but costs more.
Which is best for office and work tasks?
On the GDPx benchmark of long professional tasks, Opus 5.5 scores 12.0% at $51.41 per task, Carbon 10.9% at $16.29 and Astra 9.6% at $53.99. That means Carbon delivers roughly 91% of Opus's score at about a third of the cost, though all three fail most tasks. Details in our GDPx explainer. On Zapier's AutomationBench, Carbon leads clearly.
How much do they cost?
An AI Agent Store comparison lists Opus 5.5 at $4 input and $20 output per million tokens, and Astra at $10 and $50. Google has applied a launch discount to Carbon that, per DEV Community's analysis, has no announced end date, so check current pricing before committing. Our Carbon explainer covers access.
What about hallucinations?
TBreak reports Carbon's AA-Omniscience hallucination rate at 11%, against 50% for both Opus 5.5 and Astra. If you need an assistant that admits uncertainty, that is a real point for Carbon, although it was not publicly available yet at that report.
Verdict
- Coding agents and computer use: Claude Opus 5.5.
- General knowledge, long context and cheaper work tasks: Gemini 4 Carbon.
- Specific FrontierSWE-style tasks and vision: GPT-6 Astra, if budget allows.
Rankings shift with each benchmark version, so test on your own code. More on the deals page for subscriptions.
Frequently asked questions
Which AI is best for coding right now?
On the Artificial Analysis Coding Agent Index, Claude Opus 5.5 scores 62 against 59 for Gemini 4 Carbon, but results vary by benchmark.
Is Gemini 4 Carbon cheaper than Claude Opus 5.5?
On GDPx it cost about $16.29 per task versus $51.41, but Google's launch discount affects pricing.
Which model hallucinates least?
TBreak reports Carbon at 11% on AA-Omniscience versus 50% for Opus 5.5 and GPT-6 Astra.
Are these benchmarks independent?
Some are from Artificial Analysis, Vals and GDPx; others come from vendor launch tables.
Related articles
GDPx AI Benchmark: Claude Opus 5.5 Tops at Only 12%
Gemini 4 Carbon: Access, Price and How It Compares
GPT-6.2 Astra and Claude Mythos 5.5 Leaks: What We Know
Claude Code Blocks Game Cloning: What Anthropic ConfirmedTBreak
DEV Community
OfficeChai
Eden AI
Images belong to their respective owners and are used for news reporting and commentary.