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Home/Claude Opus 4.6 vs GPT-5.4
Best coding benchmark scoreCoding quality vs agentic control

Claude Opus 4.6 vs GPT-5.4

Claude Opus 4.6 leads SWE-bench at 80.8% vs GPT-5.4's 74.9% — the strongest coding benchmark score of any model. But at $15/1M input vs $2.50, GPT-5.4 is 6× cheaper and has unique desktop-control capabilities. For pure coding quality, Claude Opus 4.6 wins. For cost-efficient work or agentic automation, GPT-5.4 is the better call.

Last verified Mar 24, 2026/Model data modified Mar 24, 2026
Rankings refresh dailyScored on 6 criteriaNo paid rankings
AnthropicPremium
Input cost
$5.00/1M
Context
1M tokens
Speed
Deliberate

Clear recommendation block

The safest Claude Opus 4.6 vs GPT-5.4 default, the cheaper option worth trying first, and the specialist pick — before you read the detail below.

Best overall model

Claude Opus 4.6

View
Why this recommendation

Claude Opus 4.6 is the strongest answer here for Claude Opus 4.6 vs GPT-5.4 — pick it when quality of output matters more than the $5.00/1M/1M input you pay for it.

AnthropicPremium
Best for
Agentic coding, complex multi-step reasoning, and deep research
Price
$5.00/1M
Context
1M tokens
Best value model

Claude Sonnet 4.6

View
Why this recommendation

Claude Sonnet 4.6 handles the same job for about 40% less per token. Start here and only move up if the output is not good enough.

AnthropicPremium
Best for
Daily coding, writing, and long-document work at a strong price-to-quality ratio
Price
$3.00/1M
Context
1M tokens
Best for speed

GPT-5.4

View
Why this recommendation

GPT-5.4 is the fastest of these for Claude Opus 4.6 vs GPT-5.4 — worth it when latency is what the reader notices, not the last few points of reasoning depth.

OpenAIPremium
Best for
Agentic workflows, desktop automation, and complex multi-step reasoning
Price
$2.50/1M
Context
272k tokens

Why this page recommends it

Claude Opus 4.6 leads all models on SWE-bench with 80.8% — the highest coding benchmark score available.

GPT-5.4 is 6× cheaper at $2.50/1M input vs $15/1M for Opus 4.6.

For most developers, Claude Sonnet 4.6 at 79.6% SWE-bench and $3/1M is the smarter middle ground.

Decision notes

Choose Claude Opus 4.6 for the highest possible coding quality where mistakes have real financial consequences.

Choose GPT-5.4 if you need desktop control, or if cost is a stronger constraint than peak benchmark score.

Most teams should consider Claude Sonnet 4.6 as the practical sweet spot — nearly Opus-level coding at 20% of the price.

Interactive decision lab

Test the recommendation against your priority

Switch the scoring lens to see whether the Claude Opus 4.6 vs GPT-5.4 answer changes when cost, speed, or long-document depth leads the decision.

#1Claude Sonnet 4.688 pts
#2Claude Opus 4.685 pts
#3GPT-5.481 pts
Quality first

Claude Sonnet 4.6

Anthropic / Premium / Mar 24, 2026

88

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

Ranks models by the broadest mix of coding, writing, research, and long-context usefulness.

Cost
$3.00/1M
$15.00/1M out
Speed
Balanced
3/5 score
Context
1M tokens
input window
View model
Data-backed recommendation
Avoid this pick if

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

Recommended comparisons

Where the Claude Opus 4.6 vs GPT-5.4 recommendation shifts once you weigh price or latency differently.

AnthropicPremiumBest coding benchmark score

Claude Opus 4.6

Previous Opus flagship, now superseded by Claude Opus 4.7.

Best use case
Agentic coding, complex multi-step reasoning, and deep research
Input
$5.00/1M
Pricing
Premium
Speed
Deliberate
Context
1M tokens
Coding leaderSWE-bench #1Agentic
OpenAIPremiumOption 2

GPT-5.4

Best for agentic automation and desktop control workflows.

Best use case
Agentic workflows, desktop automation, and complex multi-step reasoning
Input
$2.50/1M
Pricing
Premium
Speed
Balanced
Context
272k tokens
AgenticDesktop controlReasoning
AnthropicPremiumOption 3

Claude Sonnet 4.6

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

Best use case
Daily coding, writing, and long-document work at a strong price-to-quality ratio
Input
$3.00/1M
Pricing
Premium
Speed
Balanced
Context
1M tokens
CodingWriting leaderCursor default

Side-by-side specs

List prices and published scores — the numbers this page's pick is built from.

ModelInputOutputEst. monthContextSpeedCodingWritingResearch
Claude Opus 4.6Anthropic$5.00/1M$25.00/1M$1001M tokensDeliberate999496
GPT-5.4OpenAI$2.50/1M$15.00/1M$55272k tokensBalanced908888
Claude Sonnet 4.6Anthropic$3.00/1M$15.00/1M$601M tokensBalanced979893

Scores out of 100 — how we evaluate models. “Est. month” is 10M in / 2M out at list price: a ceiling, no discounts.

The case for each model

Why each one is on the shortlist for Claude Opus 4.6 vs GPT-5.4, what it is genuinely good at, and where we would steer you away from it.

Claude Opus 4.6

Best coding benchmark scoreAnthropic

Ranked first here for Claude Opus 4.6 vs GPT-5.4: 99/100 on coding, with the widest margin of anything in this line-up.

Anthropic's previous Opus flagship for high-stakes coding, reasoning, and deep research before Opus 4.7.

Input
$5.00/1M
Output
$25.00/1M
Context
1M tokens
Speed
Deliberate

What people actually use it for

  • Reviewing large pull requests spanning 50+ files across a monorepo
  • Writing and debugging multi-step agentic workflows with tool calls and error recovery
  • Synthesizing long research documents into structured summaries with 1M context

Where it wins

  • Strong SWE-bench Verified result from the previous Opus generation
  • 1M token context window at standard pricing
  • Best agentic computer use score at 72.7% on OSWorld

Where it falls down

  • Premium pricing ($15/$75) makes it expensive for high-volume usage
  • Sonnet 4.6 is only 1.2 points behind on SWE-bench at 5× lower cost

Skip it if

You want the current premium coding leader, need lower cost, or are starting a new integration.

Our verdict

Still strong for high-stakes engineering work, but Opus 4.7 is the newer premium coding leader. For most teams, Sonnet 4.6 remains the smarter lower-cost default.

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

GPT-5.4

OpenAI

Here for latency: it answers fastest of anything listed for Claude Opus 4.6 vs GPT-5.4, at 90/100 on coding.

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

Anthropic

Where most budgets should land for Claude Opus 4.6 vs GPT-5.4 — about 40% less per token than Claude Opus 4.6, and still 97/100 on the coding axis.

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

Best daily driver for coding and writing — the model most developers actually reach for. Full Claude Sonnet 4.6 review →

Explore related decisions

Guide
Best AI for CodingClaude Opus 4.7 leads coding AI in 2026 with 64.3% on SWE-Bench Pro. Compare…Read guide
Comparison
GPT-5.4 vs Claude Sonnet 4.6GPT-5.4 vs Claude Sonnet 4.6 compared on coding, writing, context window, price, and agentic…Read guide
Anthropic
Claude Opus 4.6Previous Opus flagship, now superseded by Claude Opus 4.7.Read guide
OpenAI
GPT-5.4Best for agentic automation and desktop control workflows.Read guide

Quick links

Browse all modelsCompare pricingView Claude Opus 4.6View GPT-5.4View Claude Sonnet 4.6

How we evaluate AI models

UseRightAI recommendations are based on practical decision factors people actually feel in day-to-day use.

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FAQ

Which model leads on coding benchmarks?

Claude Opus 4.6 leads SWE-bench with 80.8%, making it the strongest coding model available by benchmark. GPT-5.4 scores 74.9%.

Is Claude Opus 4.6 worth the price vs GPT-5.4?

Only if coding quality is truly non-negotiable. At $15/1M input vs $2.50 for GPT-5.4, you're paying 6× more for a 5.9 percentage point SWE-bench advantage. Most teams get better ROI from Claude Sonnet 4.6 at $3/1M.

What does GPT-5.4 have that Claude Opus doesn't?

GPT-5.4 has computer-use capabilities — it can control a desktop, click UI elements, and navigate software autonomously via the API. Claude Opus 4.6 doesn't offer this.

Is Claude Sonnet 4.6 a better pick than Opus 4.6?

For most teams, yes. Claude Sonnet 4.6 scores 79.6% on SWE-bench (only 1.2 points behind Opus) at $3/1M vs $15/1M — 5× cheaper with nearly identical practical coding quality.

Which model has a bigger context window?

Both Claude Opus 4.6 and Claude Sonnet 4.6 have 1M token context windows. GPT-5.4 has 272K — significantly smaller for large codebase or document work.