GLM-5.2 vs GPT-5.1 High: Specs & Benchmark Comparison

GLM-5.2 is developed by Zhipu AI, while GPT-5.1 High comes from OpenAI. GPT-5.1 High was released in November 2025, and GLM-5.2 followed 7 months later in June 2026. GLM-5.2 has a published size of about 753 billion parameters; OpenAI has not disclosed the parameter count of GPT-5.1 High.

We have 19 benchmark results for GLM-5.2 and 3 benchmark results for GPT-5.1 High, but they overlap on a single test: GPQA, where GLM-5.2 scores 91.0% against 88.0%.

GLM-5.2 is the cheaper API at $1.40 per million input tokens and $4.40 per million output tokens, about 43% below GPT-5.1 High at $2 and $8. GLM-5.2 takes the larger context window at 1M tokens, compared with 256K for GPT-5.1 High. GLM-5.2 accepts text as input, while GPT-5.1 High accepts text and images.

CharacteristicGLM-5.2GPT-5.1 High
CompanyZhipu AIOpenAI
Release DateJune 16, 2026November 11, 2025
Parameters753B
MultimodalNoYes
Context (input)1.0M256K
Context (output)131K128K
Input Price / 1M$1.40$2.00
Output Price / 1M$4.40$8.00
Average Score60.9%86.7%
Benchmarks
GPQA91.0%88.0%

Visual Benchmark Comparison

GLM-5.2
GPT-5.1 High
GPQA0.9 vs 0.9
0.9
0.9

Verdict

GLM-5.2 leads in 3 out of 4 comparison categories.

Overall Performance

Both models show comparable average scores: GLM-5.2 — 0.6, GPT-5.1 High — 0.9.

API Cost

GLM-5.2 is 1.7x cheaper: input $1.40/1M vs $2.00/1M tokens.

Context Window

GLM-5.2 supports a larger context: 1M vs 256K tokens.

Recency

GLM-5.2 is newer: released 6/16/2026 vs 11/11/2025.

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Frequently Asked Questions

Which is better for coding — GLM-5.2 or GPT-5.1 High?
Direct comparison on the SWE-Bench benchmark is not available. We recommend reviewing other metrics on the comparison page.
Which model is cheaper — GLM-5.2 or GPT-5.1 High?
GLM-5.2 is cheaper for input: $1.40 per 1M tokens vs $2.00.
Which has a larger context window — GLM-5.2 or GPT-5.1 High?
GLM-5.2 supports a larger context: 1,048,576 tokens vs 256,000.

The GLM-5.2 and GPT-5.1 High comparison is updated for 2026. Data includes benchmark results, API pricing, context window size and other specifications. For more detailed information, visit the GLM-5.2 or GPT-5.1 High page. See also the complete list of AI model comparisons.