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Home/Claude Opus 4.8 vs GPT-5.4
Winner: Claude Opus 4.8Anthropic vs OpenAI

Claude Opus 4.8 vs GPT-5.4

Claude Opus 4.8 wins on coding (100 vs 90) and writing quality and context window (1M vs 272K). GPT-5.4 wins on price ($2.5 vs $5/1M input). For most workflows, Claude Opus 4.8 is the stronger default — best value premium coder — frontier-grade at half of fable 5's price.

Last verified May 27, 2026/Model data modified May 27, 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 4.8 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 4.8

View
Why this recommendation

Claude Opus 4.8 is the strongest answer here for Claude Opus 4.8 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
Hardest coding tasks, parallel agentic workflows, and high-fidelity vision
Price
$5.00/1M
Context
1M tokens
Best value model

GPT-5.4

View
Why this recommendation

GPT-5.4 handles the same job for about 42% less per token. Start here and only move up if the output is not good enough.

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

GPT-5.4

View
Why this recommendation

GPT-5.4 is the fastest of these for Claude Opus 4.8 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 4.8 leads on coding with a score of 100 vs 90 for GPT-5.4.

Claude Opus 4.8 has the larger context window: 1M vs 272K for GPT-5.4.

GPT-5.4 is cheaper at $2.5/1M input tokens vs $5/1M for Claude Opus 4.8.

Decision notes

Choose Claude Opus 4.8 for hardest coding tasks, parallel agentic workflows, and high-fidelity vision. Its coding and research scores are what carry the recommendation here.

Choose GPT-5.4 when your work is mostly agentic workflows and desktop automation — that is the workload it was tuned for.

GPT-5.4 is the more cost-efficient option at $2.5/1M input — Claude Opus 4.8 costs 2x more per input token, so the gap is worth taking seriously wherever token volume rather than peak quality drives the bill.

Interactive decision lab

Test the recommendation against your priority

Switch the scoring lens to see whether the Claude Opus 4.8 vs GPT-5.4 answer changes when cost, speed, or long-document depth leads the decision.

#1Claude Opus 4.890 pts
#2GPT-5.481 pts
Quality first

Claude Opus 4.8

Anthropic / Premium / May 27, 2026

90

Best value premium coder — frontier-grade at half of Fable 5's price.

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

Cost
$5.00/1M
$25.00/1M out
Speed
Deliberate
2/5 score
Context
1M tokens
input window
View model
Data-backed recommendation
Avoid this pick if

You need the highest possible coding ceiling (Fable 5 / Mythos 5), low-latency responses, or a workflow locked to OpenAI tooling.

Recommended comparisons

Where the Claude Opus 4.8 vs GPT-5.4 recommendation shifts once you weigh price or latency differently.

AnthropicPremiumWinner: Claude Opus 4.8

Claude Opus 4.8

Best value premium coder — frontier-grade at half of Fable 5's price.

Best use case
Hardest coding tasks, parallel agentic workflows, and high-fidelity vision
Input
$5.00/1M
Pricing
Premium
Speed
Deliberate
Context
1M tokens
CodingParallel subagentsAgentic
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

Side-by-side specs

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

ModelInputOutputEst. monthContextSpeedCodingWritingResearch
Claude Opus 4.8Anthropic$5.00/1M$25.00/1M$1001M tokensDeliberate1009698
GPT-5.4OpenAI$2.50/1M$15.00/1M$55272k tokensBalanced908888

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 4.8 vs GPT-5.4, what it is genuinely good at, and where we would steer you away from it.

Claude Opus 4.8

Winner: Claude Opus 4.8Anthropic

Our pick for Claude Opus 4.8 vs GPT-5.4. It scores 100/100 on the coding axis we weight this page by, and nothing else in this shortlist matches it on output quality.

Anthropic's newest Opus flagship — 69.2% SWE-Bench Pro, 88.6% SWE-Bench Verified, 1890 Arena Elo (121 pts ahead of GPT-5.5), and native parallel subagents. Same $5/$25 price as Opus 4.7.

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

What people actually use it for

  • Running parallel subagent workflows that split, solve, and merge complex engineering tasks
  • Autonomous PR review and multi-file refactors where accuracy matters more than speed
  • Deep research synthesis across 1M-token corpora — patents, codebases, legal documents

Where it wins

  • 69.2% SWE-Bench Pro — new #1, up from Opus 4.7's 64.3%
  • 88.6% SWE-Bench Verified and 83.4% OSWorld computer use
  • Native parallel subagents: orchestrated multi-agent execution in a single call
  • 1890 Arena Elo, 121 points ahead of GPT-5.5

Where it falls down

  • Deliberate pace — not the right pick for latency-sensitive applications
  • Same price tier as Opus 4.7; not a budget option

Skip it if

You need the highest possible coding ceiling (Fable 5 / Mythos 5), low-latency responses, or a workflow locked to OpenAI tooling.

Our verdict

The best value at the premium tier now that Claude Fable 5 leads on raw capability. 69.2% SWE-Bench Pro, 1890 Elo, and built-in parallel subagents at $5/$25 — half the price of Fable 5. The smart default for serious coding when you don't need the absolute frontier.

Full pricing, benchmark table and release notes on the Claude Opus 4.8 page.

GPT-5.4

OpenAI

The value option for Claude Opus 4.8 vs GPT-5.4: about 42% less per token than Claude Opus 4.8, at 90/100 on coding. Worth starting here and moving up only if the output disappoints.

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.

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FAQ

Is Claude Opus 4.8 better than GPT-5.4?

Claude Opus 4.8 wins on more of the categories we score — coding, research, long context — so it is the better default of the two. GPT-5.4 is the better pick when your work is mostly agentic workflows and desktop automation. Neither is universally "better": Claude Opus 4.8 is aimed at hardest coding tasks and parallel agentic workflows, GPT-5.4 at agentic workflows and desktop automation.

Which is cheaper — Claude Opus 4.8 or GPT-5.4?

GPT-5.4 is cheaper at $2.5/1M input and $15/1M output. Claude Opus 4.8 costs $5/1M input and $25/1M output.

Which has a larger context window — Claude Opus 4.8 or GPT-5.4?

Claude Opus 4.8 has the larger context window at 1M tokens vs GPT-5.4's 272K. For large document analysis, Claude Opus 4.8 is the stronger pick.

Is Claude Opus 4.8 or GPT-5.4 better for coding?

Claude Opus 4.8 is better for coding with a score of 100 vs GPT-5.4's 90 (out of 100). GPT-6 Astra is the overall coding leader in this directory at 100/100.

Which is faster — Claude Opus 4.8 or GPT-5.4?

GPT-5.4 is faster with a balanced speed rating (score: 3) vs Claude Opus 4.8's deliberate rating (score: 2). Speed matters most for interactive and high-throughput work; for batch jobs the Claude Opus 4.8 latency penalty is usually invisible.

What are the downsides of Claude Opus 4.8?

Deliberate pace — not the right pick for latency-sensitive applications. Same price tier as Opus 4.7; not a budget option. Avoid it if you need the highest possible coding ceiling (Fable 5 / Mythos 5), low-latency responses, or a workflow locked to OpenAI tooling. That is the main case for looking at GPT-5.4 instead.

What are the downsides of GPT-5.4?

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. Avoid it if you need the highest current coding benchmark scores — Claude Opus 4.7 and GPT-5.5 are newer premium picks. Against Claude Opus 4.8 specifically, the gap shows up most on coding (100 vs 90).

What does a month of real work cost on Claude Opus 4.8 vs GPT-5.4?

Take a moderate workload of 10M input and 2M output tokens a month. Claude Opus 4.8 runs $100.00 (at $5/1M in and $25/1M out); GPT-5.4 runs $55.00 (at $2.5/1M in and $15/1M out). That is a $45.00/month difference — GPT-5.4 is the cheaper of the two at this volume, and the gap scales linearly as you send more. Output tokens dominate the bill on both, so prompt length matters far less than response length.

Can I use Claude Opus 4.8 and GPT-5.4 together?

Yes, and for most teams that beats picking one. A common split is Claude Opus 4.8 for hardest coding tasks and parallel agentic workflows, with GPT-5.4 handling agentic workflows and desktop automation. Routing high-volume, low-stakes calls to GPT-5.4 at $2.5/1M and reserving Claude Opus 4.8 for the hard cases is usually the cheapest arrangement that does not cost you quality.