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GLM-5.1 vs GPT-5.2 Pro

GPT-5.2 Pro leads the LLM Stats Score 42.9 to 39.1. GLM-5.1 is 34.7x cheaper per token.

Zhipu AI · OpenAI · Updated for 2026

Which is better?

GPT-5.2 Pro leads the overall LLM Stats Score 42.9 to 39.1, ranking #50 overall.

The models split the 4 individual benchmarks reported for both models evenly.

On price, GLM-5.1 is roughly 34.7x 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 LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose GLM-5.1

  • cost matters — it's about 34.7x cheaper per token
  • you want the most recent training data — it shipped Apr 2026
  • you need open weights you can self-host or fine-tune

Choose GPT-5.2 Pro

  • overall performance matters — it scores 42.9 and ranks #50 on LLM Stats
  • you process long inputs — it offers a 400,000 token context window

At a glance

The differences that matter most.

Core performance indexes
39.1
#66
42.9
#50
38.8
#66
41.5
#52
23.8
#61
17.8
#79
Cost, coverage & limits
Benchmark wins
2 of 4
2 of 4
Input price
$1.05 / M
$21.00 / M
Output price
$3.50 / M
$168.00 / M
Context window
202,752
400,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
GLM-5.1
GPT-5.2 Pro
33.1#56
38.5#25
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

18 reported for GLM-5.1 · 7 for GPT-5.2 Pro

4 shared

GLM-5.1 outperforms in 2 benchmarks (BrowseComp, Humanity's Last Exam), while GPT-5.2 Pro is better at 2 benchmarks (GPQA, HMMT 2025).

Both models are evenly matched across the benchmarks.

Fri Oct 02 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

GLM-5.1 costs less

For input processing, GLM-5.1 ($1.05/1M tokens) is 20.0x cheaper than GPT-5.2 Pro ($21.00/1M tokens).

For output processing, GLM-5.1 ($3.50/1M tokens) is 48.0x cheaper than GPT-5.2 Pro ($168.00/1M tokens).

In conclusion, GPT-5.2 Pro is more expensive than GLM-5.1.*

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

Lowest available price from all providers
Fri Oct 02 2026 • llm-stats.com
Zhipu AI
GLM-5.1
Input tokens$1.05
Output tokens$3.50
Best providerDeepinfra
OpenAI
GPT-5.2 Pro
Input tokens$21.00
Output tokens$168.00
Best providerOpenAI
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

GPT-5.2 Pro accepts 400,000 input tokens compared to GLM-5.1's 202,752 tokens. GLM-5.1 can generate longer responses up to 202,752 tokens, while GPT-5.2 Pro is limited to 128,000 tokens.

Zhipu AI
GLM-5.1
Input202,752 tokens
Output202,752 tokens
OpenAI
GPT-5.2 Pro
Input400,000 tokens
Output128,000 tokens
Fri Oct 02 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

GPT-5.2 Pro supports multimodal inputs, whereas GLM-5.1 does not.

GPT-5.2 Pro can handle both text and other forms of data like images, making it suitable for multimodal applications.

GLM-5.1

Text
Images
Audio
Video

GPT-5.2 Pro

Text
Images
Audio
Video

License

Usage and distribution terms

GLM-5.1 is licensed under MIT, while GPT-5.2 Pro uses a proprietary license.

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

GLM-5.1

MIT

Open weights

GPT-5.2 Pro

Proprietary

Closed source

Release Timeline

When each model was launched

GLM-5.1 was released on 2026-04-07, while GPT-5.2 Pro was released on 2025-12-11.

GLM-5.1 is 4 months newer than GPT-5.2 Pro.

GLM-5.1

Apr 7, 2026

5 months ago

3mo newer
GPT-5.2 Pro

Dec 11, 2025

9 months ago

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

GLM-5.1 is available from DeepInfra, FriendliAI, ZAI. GPT-5.2 Pro is available from OpenAI.

GLM-5.1

deepinfra logo
Deepinfra
Input Price:Input: $1.05/1MOutput Price:Output: $3.50/1M
friendli logo
FriendliAI
Input Price:Input: $1.40/1MOutput Price:Output: $4.40/1M
z logo
Unknown Organization
Input Price:Input: $1.40/1MOutput Price:Output: $4.40/1M

GPT-5.2 Pro

openai logo
OpenAI
Input Price:Input: $21.00/1MOutput Price:Output: $168.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against GLM-5.1 and GPT-5.2 Pro side-by-side, then vote on the output you prefer.

GLM-5.1
✓ Preferred
GPT-5.2 Pro
Open in Playground

FAQ

Common questions about GLM-5.1 vs GPT-5.2 Pro.

Which is better, GLM-5.1 or GPT-5.2 Pro?

GPT-5.2 Pro leads the LLM Stats Score 42.9 to 39.1. GLM-5.1 is made by Zhipu AI and GPT-5.2 Pro is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does GLM-5.1 compare to GPT-5.2 Pro in benchmarks?

GLM-5.1 scores Vending-Bench 2: 100.0%, AIME 2026: 95.3%, HMMT 2025: 94.0%, GPQA: 86.2%, IMO-AnswerBench: 83.8%. GPT-5.2 Pro scores AIME 2025: 100.0%, HMMT 2025: 100.0%, GPQA: 93.2%, ARC-AGI: 90.5%, BrowseComp: 77.9%.

Is GLM-5.1 cheaper than GPT-5.2 Pro?

GLM-5.1 is 20.0x cheaper for input tokens. GLM-5.1 costs $1.05/M input and $3.50/M output via deepinfra. GPT-5.2 Pro costs $21.00/M input and $168.00/M output via openai.

What are the context window sizes for GLM-5.1 and GPT-5.2 Pro?

GLM-5.1 supports 203K tokens and GPT-5.2 Pro 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 GLM-5.1 and GPT-5.2 Pro?

Key differences include LLM Stats Score (39.1 vs 42.9), context window (203K vs 400K), input pricing ($1.05 vs $21.00/M), multimodal support (no vs yes), licensing (MIT vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes GLM-5.1 and GPT-5.2 Pro?

GLM-5.1 is developed by Zhipu AI and GPT-5.2 Pro is developed by OpenAI.