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GPT-5.6 Luna vs GLM-5.2

Detailed comparison of API pricing, technical specifications, and benchmark scores. Updated 2026-06-29.

Cost at a Glance

GPT-5.6 Luna is 1.1× more expensive than GLM-5.2 (7.1% savings if you switch).

At 5M input + 2M output tokens per month:

GPT-5.6 Luna$17.00/movsGLM-5.2$15.80/mo

Choosing GLM-5.2 could save you $1.20/mo

Price Comparison (per 1M tokens)

Input (per 1M tokens)
$1.00vs$1.40
Output (per 1M tokens)
$6.00vs$4.40
Cache Write (per 1M tokens)
$1.25vs
Cache Read (per 1M tokens)
$0.10vs$0.26
Batch Input (per 1M tokens)
$0.50vs
Batch Output (per 1M tokens)
$3.00vs

Prices are per 1 million tokens. Actual costs depend on your monthly token volume. Use the calculator →

Specifications

Context Window
1Mvs1M
Max Output Tokens
64Kvs128K
Knowledge Cutoff
2026-04vs2026-06
Modalities
TextvsText
Prompt Caching
YesvsYes
Batch API
YesvsNo
Thinking / Reasoning
NovsYes

Benchmark Scores

SWE-bench Verified
62.5vs62.1
MMLU-Pro
79.0vs86.0
HumanEval
89.5vs97.0

Benchmark scores from official provider reports. Higher is better. Missing scores indicate the provider has not published that benchmark yet.

Use Cases

GPT-5.6 Luna

fastcheapgeneral

GLM-5.2

codingreasoningopen-weightvalue

About the Providers

GPT-5.6 Luna is developed by OpenAI. GLM-5.2 is developed by Zhipu AI. This is a cross-provider comparison between OpenAI and Zhipu AI models. For the most up-to-date pricing, always check the official API documentation from each provider.

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