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Claude Sonnet 4 vs GPT-6 Astra

GPT-6 Astra leads the LLM Stats Score 60.7 to 24.3. Claude Sonnet 4 is 3.3x cheaper per token.

Anthropic · OpenAI · Updated for 2026

Which is better?

GPT-6 Astra leads the overall LLM Stats Score 60.7 to 24.3, ranking #1 overall.

In the 1 individual benchmarks reported for both models, GPT-6 Astra wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, Claude Sonnet 4 is roughly 3.3x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-6 Astra also accepts a larger context window (1,050,000 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 Sonnet 4

  • cost matters — it's about 3.3x cheaper per token

Choose GPT-6 Astra

  • overall performance matters — it scores 60.7 and ranks #1 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • you process long inputs — it offers a 1,050,000 token context window
  • you want the most recent training data — it shipped Sep 2026

At a glance

The differences that matter most.

Core performance indexes
24.3
#157
60.7
#1
24.4
#149
58.7
#1
17.0
#116
49.0
#1
5.9
#135
46.4
#1
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$3.00 / M
$10.00 / M
Output price
$15.00 / M
$50.00 / M
Context window
200,000
1,050,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

2 shared
Index
Claude Sonnet 4
GPT-6 Astra
16.1#203
35.3#42
18.6#60
36.6#1
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

8 reported for Claude Sonnet 4 · 22 for GPT-6 Astra

1 shared

Claude Sonnet 4 outperforms in 0 benchmarks, while GPT-6 Astra is better at 1 benchmark (GPQA).

GPT-6 Astra significantly outperforms across most benchmarks.

Fri Sep 04 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Claude Sonnet 4 costs less

For input processing, Claude Sonnet 4 ($3.00/1M tokens) is 3.3x cheaper than GPT-6 Astra ($10.00/1M tokens).

For output processing, Claude Sonnet 4 ($15.00/1M tokens) is 3.3x cheaper than GPT-6 Astra ($50.00/1M tokens).

In conclusion, GPT-6 Astra is more expensive than Claude Sonnet 4.*

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

Lowest available price from all providers
Fri Sep 04 2026 • llm-stats.com
Anthropic
Claude Sonnet 4
Input tokens$3.00
Output tokens$15.00
Best providerAnthropic
OpenAI
GPT-6 Astra
Input tokens$10.00
Output tokens$50.00
Best providerOpenAI
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-6 Astra accepts 1,050,000 input tokens compared to Claude Sonnet 4's 200,000 tokens. GPT-6 Astra can generate longer responses up to 128,000 tokens, while Claude Sonnet 4 is limited to 64,000 tokens.

Anthropic
Claude Sonnet 4
Input200,000 tokens
Output64,000 tokens
OpenAI
GPT-6 Astra
Input1,050,000 tokens
Output128,000 tokens
Fri Sep 04 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Claude Sonnet 4 and GPT-6 Astra support multimodal inputs.

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

Claude Sonnet 4

Text
Images
Audio
Video

GPT-6 Astra

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 Sonnet 4

Proprietary

Closed source

GPT-6 Astra

Proprietary

Closed source

Release Timeline

When each model was launched

Claude Sonnet 4 was released on 2025-05-22, while GPT-6 Astra was released on 2026-09-03.

GPT-6 Astra is 16 months newer than Claude Sonnet 4.

Claude Sonnet 4

May 22, 2025

1.3 years ago

GPT-6 Astra

Sep 3, 2026

1 days ago

1.3yr newer

Knowledge Cutoff

When training data ends

GPT-6 Astra has a documented knowledge cutoff of 2026-04-30, while Claude Sonnet 4's cutoff date is not specified.

We can confirm GPT-6 Astra's training data extends to 2026-04-30, but cannot make a direct comparison without Claude Sonnet 4's cutoff date.

Claude Sonnet 4

GPT-6 Astra

Apr 2026

Provider Availability

Claude Sonnet 4 is available from Anthropic, Bedrock, Google. GPT-6 Astra is available from OpenAI.

Claude Sonnet 4

anthropic logo
Anthropic
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M
bedrock logo
AWS Bedrock
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M
google logo
Google
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M

GPT-6 Astra

openai logo
OpenAI
Input Price:Input: $10.00/1MOutput Price:Output: $50.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against Claude Sonnet 4 and GPT-6 Astra side-by-side, then vote on the output you prefer.

Claude Sonnet 4
✓ Preferred
GPT-6 Astra
Open in Playground

FAQ

Common questions about Claude Sonnet 4 vs GPT-6 Astra.

Which is better, Claude Sonnet 4 or GPT-6 Astra?

GPT-6 Astra leads the LLM Stats Score 60.7 to 24.3. Claude Sonnet 4 is made by Anthropic and GPT-6 Astra 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 Sonnet 4 compare to GPT-6 Astra in benchmarks?

Claude Sonnet 4 scores MMMLU: 86.5%, TAU-bench Retail: 80.5%, GPQA: 75.4%, MMMU: 74.4%, SWE-Bench Verified: 72.7%. GPT-6 Astra scores ExploitBench: 100.0%, ARC-AGI-3: 99.9%, ARC-AGI: 98.5%, FrontierMath Tier 4 (v2): 97.6%, GPQA: 96.0%.

Is Claude Sonnet 4 cheaper than GPT-6 Astra?

Claude Sonnet 4 is 3.3x cheaper for input tokens. Claude Sonnet 4 costs $3.00/M input and $15.00/M output via anthropic. GPT-6 Astra costs $10.00/M input and $50.00/M output via openai.

What are the context window sizes for Claude Sonnet 4 and GPT-6 Astra?

Claude Sonnet 4 supports 200K tokens and GPT-6 Astra supports 1.1M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Claude Sonnet 4 and GPT-6 Astra?

Key differences include LLM Stats Score (24.3 vs 60.7), context window (200K vs 1.1M), input pricing ($3.00 vs $10.00/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude Sonnet 4 and GPT-6 Astra?

Claude Sonnet 4 is developed by Anthropic and GPT-6 Astra is developed by OpenAI.