GLM-5.3 vs GPT-5.2: Specs & Benchmark Comparison

GLM-5.3 is developed by Zhipu AI, while GPT-5.2 comes from OpenAI. GPT-5.2 was released in December 2025, and GLM-5.3 followed 8 months later in August 2026. GLM-5.3 has a published size of about 753 billion parameters; OpenAI has not disclosed the parameter count of GPT-5.2.

The two models share 2 published benchmarks. GLM-5.3 leads on 2 of them. The widest gaps are on Humanity's Last Exam, where GLM-5.3 scores 62.5% against 34.5%; Toolathlon, where GLM-5.3 scores 73.0% against 46.3%. Averaged across everything we track, GLM-5.3 sits at 52.2% and GPT-5.2 at 78.2%.

On price the two are close: GLM-5.3 costs $1.40 per million input tokens and $4.40 per million output tokens, GPT-5.2 $1.50 and $6. GLM-5.3 takes the larger context window at 1M tokens, compared with 256K for GPT-5.2. GLM-5.3 accepts text as input, while GPT-5.2 accepts text, images, audio, and video.

CharacteristicGLM-5.3GPT-5.2
CompanyZhipu AIOpenAI
Release DateAugust 14, 2026December 10, 2025
Parameters753B
MultimodalNoYes
Context (input)1.0M256K
Context (output)131K128K
Input Price / 1M$1.40$1.50
Output Price / 1M$4.40$6.00
Average Score52.2%78.2%
Benchmarks
Humanity's Last Exam62.5%34.5%
Toolathlon73.0%46.3%

Visual Benchmark Comparison

GLM-5.3
GPT-5.2
Humanity's Last Exam0.6 vs 0.3
0.6
0.3
Toolathlon0.7 vs 0.5
0.7
0.5

Verdict

GLM-5.3 leads in 3 out of 4 comparison categories.

Overall Performance

Both models show comparable average scores: GLM-5.3 — 0.5, GPT-5.2 — 0.8.

API Cost

GLM-5.3 is 1.3x cheaper: input $1.40/1M vs $1.50/1M tokens.

Context Window

GLM-5.3 supports a larger context: 1M vs 256K tokens.

Recency

GLM-5.3 is newer: released 8/14/2026 vs 12/10/2025.

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Frequently Asked Questions

Which is better for coding — GLM-5.3 or GPT-5.2?
Direct comparison on the SWE-Bench benchmark is not available. We recommend reviewing other metrics on the comparison page.
Which model is cheaper — GLM-5.3 or GPT-5.2?
GLM-5.3 is cheaper for input: $1.40 per 1M tokens vs $1.50.
Which has a larger context window — GLM-5.3 or GPT-5.2?
GLM-5.3 supports a larger context: 1,048,576 tokens vs 256,000.

The GLM-5.3 and GPT-5.2 comparison is updated for 2026. Data includes benchmark results, API pricing, context window size and other specifications. For more detailed information, visit the GLM-5.3 or GPT-5.2 page. See also the complete list of AI model comparisons.