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GPT-5.2 Pro vs Qwen3.8 Max

Both models are evenly matched across the benchmarks. Qwen3.8 Max is 23.3x cheaper per token.

OpenAI · Alibaba Cloud / Qwen Team · Updated for 2026

Which is better?

GPT-5.2 Pro outperforms in 1 benchmarks (GPQA), while Qwen3.8 Max is better at 1 benchmark (Humanity's Last Exam). Both models are evenly matched across the benchmarks.

On price, Qwen3.8 Max is roughly 23.3x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

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

Based on current benchmark, pricing, and model metadata for 2026.

Choose GPT-5.2 Pro

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

Choose Qwen3.8 Max

  • cost matters — it's about 23.3x 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.

Benchmark wins
1 of 2
1 of 2
Input price
$21.00 / M
$1.65 / M
Output price
$168.00 / M
$4.95 / M
Context window
400,000
256,000
Released
Dec 2025
Aug 2026
License
Proprietary
Qwen3.8-Max License

Performance Benchmarks

Comparative analysis across standard metrics

2 benchmarks

GPT-5.2 Pro outperforms in 1 benchmarks (GPQA), while Qwen3.8 Max is better at 1 benchmark (Humanity's Last Exam).

Both models are evenly matched across the benchmarks.

Wed Aug 26 2026 • llm-stats.com

Arena Performance

Playground indexes and blind preference scores

Pricing Analysis

Price comparison per million tokens

Qwen3.8 Max costs less

For input processing, GPT-5.2 Pro ($21.00/1M tokens) is 12.7x more expensive than Qwen3.8 Max ($1.65/1M tokens).

For output processing, GPT-5.2 Pro ($168.00/1M tokens) is 33.9x more expensive than Qwen3.8 Max ($4.95/1M tokens).

In conclusion, GPT-5.2 Pro is more expensive than Qwen3.8 Max.*

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

Lowest available price from all providers
Wed Aug 26 2026 • llm-stats.com
OpenAI
GPT-5.2 Pro
Input tokens$21.00
Output tokens$168.00
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-5.2 Pro accepts 400,000 input tokens compared to Qwen3.8 Max's 256,000 tokens. Qwen3.8 Max can generate longer responses up to 131,072 tokens, while GPT-5.2 Pro is limited to 128,000 tokens.

OpenAI
GPT-5.2 Pro
Input400,000 tokens
Output128,000 tokens
Alibaba Cloud / Qwen Team
Qwen3.8 Max
Input256,000 tokens
Output131,072 tokens
Wed Aug 26 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

Both GPT-5.2 Pro and Qwen3.8 Max support multimodal inputs.

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

GPT-5.2 Pro

Text
Images
Audio
Video

Qwen3.8 Max

Text
Images
Audio
Video

License

Usage and distribution terms

GPT-5.2 Pro 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-5.2 Pro

Proprietary

Closed source

Qwen3.8 Max

Qwen3.8-Max License

Open weights

Release Timeline

When each model was launched

GPT-5.2 Pro was released on 2025-12-11, while Qwen3.8 Max was released on 2026-08-02.

Qwen3.8 Max is 8 months newer than GPT-5.2 Pro.

GPT-5.2 Pro

Dec 11, 2025

8 months ago

Qwen3.8 Max

Aug 2, 2026

3 weeks ago

7mo 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-5.2 Pro is available from OpenAI. Qwen3.8 Max is available from DeepInfra, Fireworks, Novita, Together.

GPT-5.2 Pro

openai logo
OpenAI
Input Price:Input: $21.00/1MOutput Price:Output: $168.00/1M

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-5.2 Pro and Qwen3.8 Max side-by-side, then vote on the output you prefer.

GPT-5.2 Pro
✓ Preferred
Qwen3.8 Max
Open in Playground

FAQ

Common questions about GPT-5.2 Pro vs Qwen3.8 Max.

Which is better, GPT-5.2 Pro or Qwen3.8 Max?

Both models are evenly matched across the benchmarks. GPT-5.2 Pro 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 benchmark scores, pricing, and capabilities above.

How does GPT-5.2 Pro compare to Qwen3.8 Max in benchmarks?

GPT-5.2 Pro scores AIME 2025: 100.0%, HMMT 2025: 100.0%, GPQA: 93.2%, ARC-AGI: 90.5%, BrowseComp: 77.9%. 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-5.2 Pro cheaper than Qwen3.8 Max?

Qwen3.8 Max is 12.7x cheaper for input tokens. GPT-5.2 Pro costs $21.00/M input and $168.00/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-5.2 Pro and Qwen3.8 Max?

GPT-5.2 Pro 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-5.2 Pro and Qwen3.8 Max?

Key differences include context window (400K vs 256K), input pricing ($21.00 vs $1.65/M), licensing (Proprietary vs Qwen3.8-Max License). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-5.2 Pro and Qwen3.8 Max?

GPT-5.2 Pro is developed by OpenAI and Qwen3.8 Max is developed by Alibaba Cloud / Qwen Team.