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HomeComparisonsGPT-5.4 vs Claude Sonnet 4.6

Head-to-head · Updated September 2026

Data verified September 2026

ChatGPT vs Claude

For most people, Claude Sonnet 4.6 is the better daily-driver in 2026. It leads ChatGPT (GPT-5.4) on coding benchmarks (79.6% vs 74.9% SWE-bench), writing quality, and context window (1M vs 272K tokens). ChatGPT's one clear advantage is desktop computer-use — the ability to click, type, and control apps via API — a capability Claude doesn't offer. For everyday writing, coding, and research, Claude wins on the numbers.

OpenAIPremium

GPT-5.4

Best for agentic automation and desktop control workflows.

VS
AnthropicPremium

Claude Sonnet 4.6

Best daily driver for coding and writing — the model most developers actually reach for.

Winner

At a glance

GPT-5.4Claude Sonnet 4.6
Input cost / 1M tokens$$2.50/1M$$3.00/1M
Output cost / 1M tokens$$15.00/1M$$15.00/1M
Context window272k tokens1M tokens
SpeedBalancedBalanced
Price tierPremiumPremium
Benchmarks
SWE-bench (coding)74.9%79.6%
Arena Elo1,3551,340
MMLU91%88.3%

How they compare

Which model wins for each use case — and why.

CodingClaude Sonnet 4.6 wins

Claude Sonnet 4.6 scores 79.6% on SWE-bench vs GPT-5.4's 74.9%. It also powers Cursor and Windsurf by default — the two most popular AI code editors.

WritingClaude Sonnet 4.6 wins

Claude Sonnet 4.6 consistently produces cleaner prose, better tone control, and stronger long-form structure. For editorial, marketing, and content work, it's the stronger pick.

ResearchClaude Sonnet 4.6 wins

Claude Sonnet 4.6's 1M token context window vs GPT-5.4's 272K means it can process far more source material in a single prompt — a real advantage for research synthesis.

Agentic TasksGPT-5.4 wins

GPT-5.4 is currently the only frontier model with desktop computer-use via API — it can click, type, and navigate software autonomously. Claude has no equivalent capability.

PriceTie

Both are priced nearly identically: GPT-5.4 at $2.50/1M input, Claude Sonnet 4.6 at $3/1M input. Not a meaningful difference for most teams.

Which should you pick?

Pick GPT-5.4 if…

  • You're building agentic workflows that need to control a desktop or web browser via API
  • You're already embedded in the OpenAI ecosystem (Assistants API, GPT integrations)
  • You need multimodal capabilities including image generation alongside text
View GPT-5.4 details

Pick Claude Sonnet 4.6 if…

  • You write code daily — Claude Sonnet 4.6 leads SWE-bench and powers the top AI editors
  • Writing quality, tone, and brand voice matter for your output
  • You regularly work with large documents, codebases, or long transcripts (1M context)
  • You want the strongest default for most everyday AI tasks
View Claude Sonnet 4.6 details

Bottom line

For most workflows, Claude Sonnet 4.6 is the stronger choice.

The best all-around model for most developers and writers. Strong SWE-bench, excellent writing, 1M context — all at $3/1M input. Hard to beat as a daily driver.

The case for each model

What each one is genuinely good at, where it falls down, and when we would steer you away from it.

GPT-5.4

OpenAI

The runner-up here, but not by a wide margin. It is the closer match to Claude Sonnet 4.6 on price, context and speed than the headline numbers suggest.

OpenAI's latest flagship with unique desktop-control capabilities — it can see your screen, click, and navigate apps via the API.

Input
$2.50/1M
Output
$15.00/1M
Context
272k tokens
Speed
Balanced

What people actually use it for

  • Building agents that browse the web and operate desktop software autonomously via the API
  • Complex multi-step reasoning for financial modeling and decision analysis
  • Autonomous test-run-debug loops for coding with computer-use control

Where it wins

  • Only frontier model that can control a desktop via API (click, type, navigate)
  • Strong at multi-step agentic tasks and autonomous workflows
  • Competitive coding performance with 74.9% SWE-bench score

Where it falls down

  • Claude Opus 4.7 and GPT-5.5 now outperform it on current premium coding benchmarks
  • Smaller context window (272K) vs Gemini 3.1 Pro (2M) for research

Skip it if

You need the highest current coding benchmark scores — Claude Opus 4.7 and GPT-5.5 are newer premium picks.

Our verdict

Best choice when you need a model that can operate software autonomously at the older GPT-5.4 price tier. For current premium coding quality, Claude Opus 4.7 leads.

Full pricing, benchmark table and release notes on the GPT-5.4 page.

Claude Sonnet 4.6

Overall winnerAnthropic

Our overall pick in this comparison. Against GPT-5.4 it takes 4x the context.

The default model powering Cursor and Windsurf. 79.6% SWE-bench, 1M context window, and best-in-tier writing quality — all at $3/1M input.

Input
$3.00/1M
Output
$15.00/1M
Context
1M tokens
Speed
Balanced

What people actually use it for

  • Daily coding in Cursor — debugging, refactoring, and feature implementation
  • Drafting polished client reports, strategy memos, and long-form editorial content
  • Answering research questions with up to 1M tokens of document context

Where it wins

  • Strong coding quality with 1M context at $3/1M input
  • Default model in Cursor and Windsurf, the two most popular AI coding editors
  • Best writing quality in its price tier — tone, long-form clarity, editorial polish

Where it falls down

  • Claude Opus 4.7 has a higher current premium coding ceiling
  • GPT-5.5 or GPT-5.4 are better picks when OpenAI computer-use workflows are the priority

Skip it if

You specifically need desktop-control capabilities (GPT-5.5/GPT-5.4) or the absolute highest coding ceiling (Opus 4.7).

Our verdict

The best all-around model for most developers and writers. Strong SWE-bench, excellent writing, 1M context — all at $3/1M input. Hard to beat as a daily driver.

Full pricing, benchmark table and release notes on the Claude Sonnet 4.6 page.

Frequently asked questions

Is ChatGPT or Claude better in 2026?

For most use cases — coding, writing, and research — Claude Sonnet 4.6 leads. ChatGPT (GPT-5.4) wins when you need agentic desktop control or are deeply integrated into OpenAI's ecosystem.

Which is better for coding — ChatGPT or Claude?

Claude Sonnet 4.6 is better for coding. It scores 79.6% on SWE-bench vs GPT-5.4's 74.9%, and is the default model in Cursor and Windsurf.

Which is better for writing — ChatGPT or Claude?

Claude Sonnet 4.6 is better for writing. It produces cleaner, more natural prose with stronger tone control and long-form structure than GPT-5.4.

Is ChatGPT cheaper than Claude?

Barely. GPT-5.4 costs $2.50/1M input tokens, Claude Sonnet 4.6 costs $3/1M. The $0.50 difference is negligible for most workloads.

What can ChatGPT do that Claude can't?

GPT-5.4 can control a desktop computer via API — clicking, typing, and navigating apps. This is a genuinely unique capability for agentic automation that Claude currently doesn't offer.

Which has a bigger context window?

Claude Sonnet 4.6 wins by a wide margin: 1M tokens vs GPT-5.4's 272K. For analyzing large codebases, legal documents, or research papers in one pass, Claude is the clear pick.

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