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Claude Opus 4.1 vs GPT-5.2

GPT-5.2 leads the LLM Stats Score 41.1 to 29.8. GPT-5.2 is 6.2x cheaper per token.

Anthropic · OpenAI · Updated for 2026

Which is better?

GPT-5.2 leads the overall LLM Stats Score 41.1 to 29.8, ranking #64 overall.

In the 4 individual benchmarks reported for both models, GPT-5.2 wins 4; this is a narrower head-to-head signal than the composite indexes.

On price, GPT-5.2 is roughly 6.2x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-5.2 also accepts a larger context window (400,000 input tokens), making it the stronger choice for long documents and large codebases.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Claude Opus 4.1

  • you want predictable pricing at $15.00/M input and $75.00/M output

Choose GPT-5.2

  • overall performance matters — it scores 41.1 and ranks #64 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 4 of 4 exact shared results
  • cost matters — it's about 6.2x cheaper per token
  • you process long inputs — it offers a 400,000 token context window
  • you want the most recent training data — it shipped Dec 2025

At a glance

The differences that matter most.

Core performance indexes
29.8
#138
41.1
#64
29.9
#134
40.5
#61
21.3
#99
23.3
#88
12.9
#111
14.4
#103
Cost, coverage & limits
Benchmark wins
0 of 4
4 of 4
Input price
$15.00 / M
$1.75 / M
Output price
$75.00 / M
$14.00 / M
Context window
200,000
400,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

3 shared
Index
Claude Opus 4.1
GPT-5.2
22.6#140
37.8#29
18.3#76
17.9#78
19.2#25
25.3#6
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

8 reported for Claude Opus 4.1 · 24 for GPT-5.2

4 shared

Claude Opus 4.1 outperforms in 0 benchmarks, while GPT-5.2 is better at 4 benchmarks (AIME 2025, GPQA, MMMLU, SWE-Bench Verified).

GPT-5.2 significantly outperforms across most benchmarks.

Fri Oct 09 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

GPT-5.2 costs less

For input processing, Claude Opus 4.1 ($15.00/1M tokens) is 8.6x more expensive than GPT-5.2 ($1.75/1M tokens).

For output processing, Claude Opus 4.1 ($75.00/1M tokens) is 5.4x more expensive than GPT-5.2 ($14.00/1M tokens).

In conclusion, Claude Opus 4.1 is more expensive than GPT-5.2.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Fri Oct 09 2026 • llm-stats.com
Anthropic
Claude Opus 4.1
Input tokens$15.00
Output tokens$75.00
Best providerAnthropic
OpenAI
GPT-5.2
Input tokens$1.75
Output tokens$14.00
Best providerOpenAI
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

GPT-5.2 accepts 400,000 input tokens compared to Claude Opus 4.1's 200,000 tokens. GPT-5.2 can generate longer responses up to 128,000 tokens, while Claude Opus 4.1 is limited to 32,000 tokens.

Anthropic
Claude Opus 4.1
Input200,000 tokens
Output32,000 tokens
OpenAI
GPT-5.2
Input400,000 tokens
Output128,000 tokens
Fri Oct 09 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Claude Opus 4.1 and GPT-5.2 support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

Claude Opus 4.1

Text
Images
Audio
Video

GPT-5.2

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

Claude Opus 4.1

Proprietary

Closed source

GPT-5.2

Proprietary

Closed source

Release Timeline

When each model was launched

Claude Opus 4.1 was released on 2025-08-05, while GPT-5.2 was released on 2025-12-11.

GPT-5.2 is 4 months newer than Claude Opus 4.1.

Claude Opus 4.1

Aug 5, 2025

1.2 years ago

GPT-5.2

Dec 11, 2025

10 months ago

4mo newer

Knowledge Cutoff

When training data ends

GPT-5.2 has a documented knowledge cutoff of 2025-08-25, while Claude Opus 4.1's cutoff date is not specified.

We can confirm GPT-5.2's training data extends to 2025-08-25, but cannot make a direct comparison without Claude Opus 4.1's cutoff date.

Claude Opus 4.1

—

GPT-5.2

Aug 2025

Provider Availability

Claude Opus 4.1 is available from Anthropic, Bedrock, Google. GPT-5.2 is available from OpenAI.

Claude Opus 4.1

anthropic logo
Anthropic
Input Price:Input: $15.00/1MOutput Price:Output: $75.00/1M
bedrock logo
AWS Bedrock
Input Price:Input: $15.00/1MOutput Price:Output: $75.00/1M
google logo
Google
Input Price:Input: $15.00/1MOutput Price:Output: $75.00/1M

GPT-5.2

openai logo
OpenAI
Input Price:Input: $1.75/1MOutput Price:Output: $14.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Claude Opus 4.1 and GPT-5.2 side-by-side, then vote on the output you prefer.

Claude Opus 4.1
✓ Preferred
GPT-5.2
Open in Playground

FAQ

Common questions about Claude Opus 4.1 vs GPT-5.2.

Which is better, Claude Opus 4.1 or GPT-5.2?

GPT-5.2 leads the LLM Stats Score 41.1 to 29.8. Claude Opus 4.1 is made by Anthropic and GPT-5.2 is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Claude Opus 4.1 compare to GPT-5.2 in benchmarks?

Claude Opus 4.1 scores MMMLU: 89.5%, TAU-bench Retail: 82.4%, GPQA: 80.9%, AIME 2025: 78.0%, MMMU (validation): 77.1%. GPT-5.2 scores AIME 2025: 100.0%, HMMT 2025: 99.4%, Tau2 Telecom: 98.7%, Graphwalks BFS <128k: 94.0%, GPQA: 92.4%.

Is Claude Opus 4.1 cheaper than GPT-5.2?

GPT-5.2 is 8.6x cheaper for input tokens. Claude Opus 4.1 costs $15.00/M input and $75.00/M output via anthropic. GPT-5.2 costs $1.75/M input and $14.00/M output via openai.

What are the context window sizes for Claude Opus 4.1 and GPT-5.2?

Claude Opus 4.1 supports 200K tokens and GPT-5.2 supports 400K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Claude Opus 4.1 and GPT-5.2?

Key differences include LLM Stats Score (29.8 vs 41.1), context window (200K vs 400K), input pricing ($15.00 vs $1.75/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude Opus 4.1 and GPT-5.2?

Claude Opus 4.1 is developed by Anthropic and GPT-5.2 is developed by OpenAI.