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GPT-5.1 Codex High vs Qwen3.8 Max

Qwen3.8 Max leads the LLM Stats Score 51.9 to 29.4. Qwen3.8 Max is 1.4x cheaper per token.

OpenAI · Alibaba Cloud / Qwen Team · Updated for 2026

Which is better?

Qwen3.8 Max leads the overall LLM Stats Score 51.9 to 29.4, ranking #11 overall.

On price, Qwen3.8 Max is roughly 1.4x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-5.1 Codex High 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 GPT-5.1 Codex High

  • you process long inputs — it offers a 400,000 token context window

Choose Qwen3.8 Max

  • overall performance matters — it scores 51.9 and ranks #11 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • cost matters — it's about 1.4x cheaper per token
  • you want the most recent training data — it shipped Aug 2026
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
29.4
#128
51.9
#11
29.2
#121
50.6
#11
Cost, coverage & limits
Benchmark wins
Input price
$1.25 / M
$1.65 / M
Output price
$10.00 / M
$4.95 / M
Context window
400,000
256,000

Individual benchmarks

1 reported for GPT-5.1 Codex High · 42 for Qwen3.8 Max

No common benchmarks found

GPT-5.1 Codex High and Qwen3.8 Maxdon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Qwen3.8 Max costs less

For input processing, GPT-5.1 Codex High ($1.25/1M tokens) is 1.3x cheaper than Qwen3.8 Max ($1.65/1M tokens).

For output processing, GPT-5.1 Codex High ($10.00/1M tokens) is 2.0x more expensive than Qwen3.8 Max ($4.95/1M tokens).

In conclusion, GPT-5.1 Codex High is more expensive than Qwen3.8 Max.*

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

Lowest available price from all providers
Sun Sep 13 2026 • llm-stats.com
OpenAI
GPT-5.1 Codex High
Input tokens$1.25
Output tokens$10.00
Best providerOpenAI
Alibaba Cloud / Qwen Team
Qwen3.8 Max
Input tokens$1.65
Output tokens$4.95
Best providerDeepinfra
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-5.1 Codex High accepts 400,000 input tokens compared to Qwen3.8 Max's 256,000 tokens. Qwen3.8 Max can generate longer responses up to 256,000 tokens, while GPT-5.1 Codex High is limited to 128,000 tokens.

OpenAI
GPT-5.1 Codex High
Input400,000 tokens
Output128,000 tokens
Alibaba Cloud / Qwen Team
Qwen3.8 Max
Input256,000 tokens
Output256,000 tokens
Sun Sep 13 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GPT-5.1 Codex High and Qwen3.8 Max support multimodal inputs.

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

GPT-5.1 Codex High

Text
Images
Audio
Video

Qwen3.8 Max

Text
Images
Audio
Video

License

Usage and distribution terms

GPT-5.1 Codex High is licensed under a proprietary license, while Qwen3.8 Max uses Qwen3.8-Max License.

License differences may affect how you can use these models in commercial or open-source projects.

GPT-5.1 Codex High

Proprietary

Closed source

Qwen3.8 Max

Qwen3.8-Max License

Open weights

Release Timeline

When each model was launched

GPT-5.1 Codex High was released on 2025-11-12, while Qwen3.8 Max was released on 2026-08-02.

Qwen3.8 Max is 9 months newer than GPT-5.1 Codex High.

GPT-5.1 Codex High

Nov 12, 2025

10 months ago

Qwen3.8 Max

Aug 2, 2026

1 months ago

8mo newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

GPT-5.1 Codex High is available from OpenAI. Qwen3.8 Max is available from DeepInfra, Fireworks, Novita, Together.

GPT-5.1 Codex High

openai logo
OpenAI
Input Price:Input: $1.25/1MOutput Price:Output: $10.00/1M

Qwen3.8 Max

deepinfra logo
Deepinfra
Input Price:Input: $1.65/1MOutput Price:Output: $4.95/1M
fireworks logo
Fireworks
Input Price:Input: $2.00/1MOutput Price:Output: $6.00/1M
novita logo
Novita
Input Price:Input: $2.00/1MOutput Price:Output: $6.00/1M
together logo
Together
Input Price:Input: $2.50/1MOutput Price:Output: $6.25/1M
* 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 GPT-5.1 Codex High and Qwen3.8 Max side-by-side, then vote on the output you prefer.

GPT-5.1 Codex High
✓ Preferred
Qwen3.8 Max
Open in Playground

FAQ

Common questions about GPT-5.1 Codex High vs Qwen3.8 Max.

Which is better, GPT-5.1 Codex High or Qwen3.8 Max?

Qwen3.8 Max leads the LLM Stats Score 51.9 to 29.4. GPT-5.1 Codex High is made by OpenAI and Qwen3.8 Max is made by Alibaba Cloud / Qwen Team. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does GPT-5.1 Codex High compare to Qwen3.8 Max in benchmarks?

GPT-5.1 Codex High scores AIME 2025: 96.7%. Qwen3.8 Max scores PaperBench: 93.0%, MRCR v2 (8-needle): 92.9%, GPQA: 92.6%, VideoMME w sub.: 90.4%, RealWorldQA: 88.0%.

Is GPT-5.1 Codex High cheaper than Qwen3.8 Max?

GPT-5.1 Codex High is 1.3x cheaper for input tokens. GPT-5.1 Codex High costs $1.25/M input and $10.00/M output via openai. Qwen3.8 Max costs $1.65/M input and $4.95/M output via deepinfra.

What are the context window sizes for GPT-5.1 Codex High and Qwen3.8 Max?

GPT-5.1 Codex High supports 400K tokens and Qwen3.8 Max supports 256K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-5.1 Codex High and Qwen3.8 Max?

Key differences include LLM Stats Score (29.4 vs 51.9), context window (400K vs 256K), input pricing ($1.25 vs $1.65/M), licensing (Proprietary vs Qwen3.8-Max License). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-5.1 Codex High and Qwen3.8 Max?

GPT-5.1 Codex High is developed by OpenAI and Qwen3.8 Max is developed by Alibaba Cloud / Qwen Team.