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Home/Claude Opus 4.8 vs GPT-5.2
Winner: Claude Opus 4.8Anthropic vs OpenAI

Claude Opus 4.8 vs GPT-5.2

Claude Opus 4.8 wins on coding (100 vs 85) and writing quality and context window (1M vs 200K). GPT-5.2 wins on price ($1.75 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-5.2 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-5.2 — 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-5.2

View
Why this recommendation

GPT-5.2 handles the same job for about 48% less per token. Start here and only move up if the output is not good enough.

OpenAIPremium
Best for
Serious coding and complex product work
Price
$1.75/1M
Context
200k tokens
Best for speed

GPT-5.2

View
Why this recommendation

GPT-5.2 is the fastest of these for Claude Opus 4.8 vs GPT-5.2 — worth it when latency is what the reader notices, not the last few points of reasoning depth.

OpenAIPremium
Best for
Serious coding and complex product work
Price
$1.75/1M
Context
200k tokens

Why this page recommends it

Claude Opus 4.8 leads on coding with a score of 100 vs 85 for GPT-5.2.

Claude Opus 4.8 has the larger context window: 1M vs 200K for GPT-5.2.

GPT-5.2 is cheaper at $1.75/1M input tokens vs $5/1M for Claude Opus 4.8.

Decision notes

Claude Opus 4.8 is the safer default: it is built for hardest coding tasks, parallel agentic workflows, and high-fidelity vision, which covers most of what people bring to this comparison.

Choose GPT-5.2 when your work is mostly serious coding and complex product work — that is the workload it was tuned for.

GPT-5.2 is the more cost-efficient option at $1.75/1M input — Claude Opus 4.8 costs 3x 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-5.2 answer changes when cost, speed, or long-document depth leads the decision.

#1Claude Opus 4.890 pts
#2GPT-5.275 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-5.2 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-5.2

Capable but outclassed — GPT-5.4 is now cheaper and better.

Best use case
Serious coding and complex product work
Input
$1.75/1M
Pricing
Premium
Speed
Balanced
Context
200k tokens
Former top pickCodingReasoning

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-5.2OpenAI$1.75/1M$14.00/1M$46200k tokensBalanced858284

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-5.2, 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-5.2. 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-5.2

OpenAI

The value option for Claude Opus 4.8 vs GPT-5.2: about 48% less per token than Claude Opus 4.8, at 85/100 on coding. Worth starting here and moving up only if the output disappoints.

Reliable OpenAI flagship for serious coding and product work — a strong default before GPT-5.4 was released.

Input
$1.75/1M
Output
$14.00/1M
Context
200k tokens
Speed
Balanced

What people actually use it for

  • Production-grade code reviews for complex multi-service systems
  • Structured technical documentation for engineering teams
  • Research synthesis with careful citations and structured output

Where it wins

  • Reliable at debugging and multi-file code edits
  • Strong structured reasoning for product and technical workflows
  • Solid default for teams that want one premium OpenAI model

Where it falls down

  • Superseded by GPT-5.4 for most use cases
  • Claude Sonnet 4.6 leads on both coding and writing quality

Skip it if

You're starting a new project — GPT-5.4 is cheaper and more capable.

Our verdict

Still capable but GPT-5.4 at $2.50/1M input is now cheaper and better. Hard to justify GPT-5.2 at $12/1M for new projects.

Full pricing, benchmark table and release notes on the GPT-5.2 page.

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Claude Opus 4.8Best value premium coder — frontier-grade at half of Fable 5's price.Read guide
OpenAI
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Quick links

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FAQ

Is Claude Opus 4.8 better than GPT-5.2?

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-5.2 is the better pick when your work is mostly serious coding and complex product work. Neither is universally "better": Claude Opus 4.8 is aimed at hardest coding tasks and parallel agentic workflows, GPT-5.2 at serious coding and complex product work.

Which is cheaper — Claude Opus 4.8 or GPT-5.2?

GPT-5.2 is cheaper at $1.75/1M input and $14/1M 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-5.2?

Claude Opus 4.8 has the larger context window at 1M tokens vs GPT-5.2's 200K. For large document analysis, Claude Opus 4.8 is the stronger pick.

Is Claude Opus 4.8 or GPT-5.2 better for coding?

Claude Opus 4.8 is better for coding with a score of 100 vs GPT-5.2's 85 (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-5.2?

GPT-5.2 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-5.2 instead.

What are the downsides of GPT-5.2?

Superseded by GPT-5.4 for most use cases. Claude Sonnet 4.6 leads on both coding and writing quality. Avoid it if you're starting a new project — GPT-5.4 is cheaper and more capable. Against Claude Opus 4.8 specifically, the gap shows up most on coding (100 vs 85).

What does a month of real work cost on Claude Opus 4.8 vs GPT-5.2?

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-5.2 runs $45.50 (at $1.75/1M in and $14/1M out). That is a $54.50/month difference — GPT-5.2 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-5.2 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-5.2 handling serious coding and complex product work. Routing high-volume, low-stakes calls to GPT-5.2 at $1.75/1M and reserving Claude Opus 4.8 for the hard cases is usually the cheapest arrangement that does not cost you quality.