Model Comparison

GPT-5.2 vs GLM-4.6Which is better in 2026?

GPT-5.2 significantly outperforms across most benchmarks. GLM-4.6 is 5.3x cheaper per token.

Verdict: GPT-5.2 vs GLM-4.6 — which is better?

GPT-5.2 (by OpenAI) and GLM-4.6 (by Zhipu AI) are two of the AI models people compare most. Here is how they stack up on benchmarks, price and capabilities, and which one to pick in 2026.

GPT-5.2 outperforms in 5 benchmarks (AIME 2025, BrowseComp, GPQA, Humanity's Last Exam, SWE-Bench Verified), while GLM-4.6 is better at 0 benchmarks. GPT-5.2 significantly outperforms across most benchmarks.

On price, GLM-4.6 is roughly 5.3x 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.

Choose GPT-5.2 if…

  • you want the strongest raw capability — it leads on 5 of 5 shared benchmarks
  • you process long inputs — it offers a 400,000 token context window
  • you want the most recent training data — it shipped Dec 2025

Choose GLM-4.6 if…

  • cost matters — it's about 5.3x cheaper per token
  • you need open weights you can self-host or fine-tune

Performance Benchmarks

Comparative analysis across standard metrics

5 benchmarks

GPT-5.2 outperforms in 5 benchmarks (AIME 2025, BrowseComp, GPQA, Humanity's Last Exam, SWE-Bench Verified), while GLM-4.6 is better at 0 benchmarks.

GPT-5.2 significantly outperforms across most benchmarks.

Fri Jul 17 2026 • llm-stats.com

Arena Performance

Human preference votes

Pricing Analysis

Price comparison per million tokens

GLM-4.6 costs less

For input processing, GPT-5.2 ($1.75/1M tokens) is 3.2x more expensive than GLM-4.6 ($0.55/1M tokens).

For output processing, GPT-5.2 ($14.00/1M tokens) is 7.0x more expensive than GLM-4.6 ($2.00/1M tokens).

In conclusion, GPT-5.2 is more expensive than GLM-4.6.*

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

Lowest available price from all providers
Fri Jul 17 2026 • llm-stats.com
OpenAI
GPT-5.2
Input tokens$1.75
Output tokens$14.00
Best providerOpenAI
Zhipu AI
GLM-4.6
Input tokens$0.55
Output tokens$2.00
Best providerFireworks
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-5.2 accepts 400,000 input tokens compared to GLM-4.6's 131,072 tokens. GLM-4.6 can generate longer responses up to 131,072 tokens, while GPT-5.2 is limited to 128,000 tokens.

OpenAI
GPT-5.2
Input400,000 tokens
Output128,000 tokens
Zhipu AI
GLM-4.6
Input131,072 tokens
Output131,072 tokens
Fri Jul 17 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

Both GPT-5.2 and GLM-4.6 support multimodal inputs.

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

GPT-5.2

Text
Images
Audio
Video

GLM-4.6

Text
Images
Audio
Video

License

Usage and distribution terms

GPT-5.2 is licensed under a proprietary license, while GLM-4.6 uses MIT.

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

GPT-5.2

Proprietary

Closed source

GLM-4.6

MIT

Open weights

Release Timeline

When each model was launched

GPT-5.2 was released on 2025-12-11, while GLM-4.6 was released on 2025-09-30.

GPT-5.2 is 2 months newer than GLM-4.6.

GPT-5.2

Dec 11, 2025

7 months ago

2mo newer
GLM-4.6

Sep 30, 2025

9 months ago

Knowledge Cutoff

When training data ends

GPT-5.2 has a documented knowledge cutoff of 2025-08-25, while GLM-4.6'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 GLM-4.6's cutoff date.

GPT-5.2

Aug 2025

GLM-4.6

Provider Availability

GPT-5.2 is available from OpenAI. GLM-4.6 is available from Fireworks, DeepInfra.

GPT-5.2

openai logo
OpenAI
Input Price:Input: $1.75/1MOutput Price:Output: $14.00/1M

GLM-4.6

fireworks logo
Fireworks
Input Price:Input: $0.55/1MOutput Price:Output: $2.19/1M
deepinfra logo
Deepinfra
Input Price:Input: $0.60/1MOutput Price:Output: $2.00/1M
* Prices shown are per million tokens

Outputs Comparison

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Key Takeaways

Larger context window (400,000 tokens)
Higher AIME 2025 score (100.0% vs 93.9%)
Higher BrowseComp score (65.8% vs 45.1%)
Higher GPQA score (92.4% vs 81.0%)
Higher Humanity's Last Exam score (34.5% vs 17.2%)
Higher SWE-Bench Verified score (80.0% vs 68.0%)
Less expensive input tokens
Less expensive output tokens
Has open weights

Detailed Comparison

Interactive Arena

Judge for yourself.

Run your own prompts against GPT-5.2 and GLM-4.6 side-by-side, then vote on the output you prefer.

GPT-5.2
✓ Preferred
GLM-4.6
Open in Playground
AI Model Comparison Table
Feature
OpenAI
GPT-5.2
Zhipu AI
GLM-4.6

FAQ

Common questions about GPT-5.2 vs GLM-4.6.

Which is better, GPT-5.2 or GLM-4.6?

GPT-5.2 significantly outperforms across most benchmarks. GPT-5.2 is made by OpenAI and GLM-4.6 is made by Zhipu AI. The best choice depends on your use case — compare their benchmark scores, pricing, and capabilities above.

How does GPT-5.2 compare to GLM-4.6 in benchmarks?

GPT-5.2 scores AIME 2025: 100.0%, HMMT 2025: 99.4%, Tau2 Telecom: 98.7%, Graphwalks BFS <128k: 94.0%, GPQA: 92.4%. GLM-4.6 scores AIME 2025: 93.9%, LiveCodeBench v6: 82.8%, GPQA: 81.0%, SWE-Bench Verified: 68.0%, BrowseComp: 45.1%.

Is GPT-5.2 cheaper than GLM-4.6?

GLM-4.6 is 3.2x cheaper for input tokens. GPT-5.2 costs $1.75/M input and $14.00/M output via openai. GLM-4.6 costs $0.55/M input and $2.00/M output via fireworks.

What are the context window sizes for GPT-5.2 and GLM-4.6?

GPT-5.2 supports 400K tokens and GLM-4.6 supports 131K 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 and GLM-4.6?

Key differences include context window (400K vs 131K), input pricing ($1.75 vs $0.55/M), licensing (Proprietary vs MIT). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-5.2 and GLM-4.6?

GPT-5.2 is developed by OpenAI and GLM-4.6 is developed by Zhipu AI.