GLM-5.3 vs Hy4 preview: Specs & Benchmark Comparison

GLM-5.3 is developed by Zhipu AI, while Hy4 preview comes from Tencent. Both were released in August 2026. The two are similar in size, at about 753 billion and 770 billion parameters respectively.

The two models share 2 published benchmarks. GLM-5.3 leads on 2 of them. The widest gaps are on CyberGym, where GLM-5.3 scores 84.0% against 78.4%; Terminal-Bench 2.1, where GLM-5.3 scores 88.0% against 85.4%. Averaged across everything we track, GLM-5.3 sits at 83.3% and Hy4 preview at 58.7%.

GLM-5.3 is available through an API at $1.40 per million input tokens with a 1M-token context window. We do not track a hosted API for Hy4 preview, so pricing and context cannot be compared directly.

CharacteristicGLM-5.3Hy4 preview
CompanyZhipu AITencent
Release DateAugust 14, 2026August 28, 2026
Parameters753B770B
MultimodalNoNo
Context (input)1.0M
Context (output)131K
Input Price / 1M$1.40
Output Price / 1M$4.40
Average Score83.3%58.7%
Benchmarks
CyberGym84.0%78.4%
Terminal-Bench 2.188.0%85.4%

Visual Benchmark Comparison

GLM-5.3
Hy4 preview
CyberGym0.8 vs 0.8
0.8
0.8
Terminal-Bench 2.10.9 vs 0.9
0.9
0.9

Verdict

Hy4 preview leads in 1 out of 2 comparison categories.

Overall Performance

Both models show comparable average scores: GLM-5.3 — 0.8, Hy4 preview — 0.6.

Recency

Hy4 preview is newer: released 8/28/2026 vs 8/14/2026.

More About These Models

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Frequently Asked Questions

Which is better for coding — GLM-5.3 or Hy4 preview?
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 Hy4 preview?
API pricing data is available on the individual model pages.
Which has a larger context window — GLM-5.3 or Hy4 preview?
Context window data is available on the individual model pages.

The GLM-5.3 and Hy4 preview 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 Hy4 preview page. See also the complete list of AI model comparisons.