GLM 5.3 Prime vs GPT-5.6 Luna

Price, context window & benchmark comparison

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GLM 5.3 Prime

Z.ai (Zhipu)
$2.80 / $8.80
Input / Output · per 1M tokens
VS
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GPT-5.6 Luna

OpenAI
$0.20 / $1.20
Input / Output · per 1M tokens
Compare different models
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Verdict: GPT-5.6 Luna is 9.6× cheaper than GLM 5.3 Prime on a typical 3:1 input/output mix. GPT-5.6 Luna has the larger context window (1.1M vs 1M).
GLM 5.3 PrimeGPT-5.6 Luna
Input price / 1M$2.80$0.20
Output price / 1M$8.80$1.20
Blended price (3:1)$4.30$0.45
Cached input / 1M$0.56$0.02
Context window1M1.1M
Max output131K128K
Intelligence index37.3
Coding index71.4
Providers17
Best provider uptime (30m)100.0%100.0%
Vision inputNoYes
ReasoningYesYes
Tool callingYesYes
Released2026-09-232026-07-09
Retirement

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FAQ

Which is cheaper, GLM 5.3 Prime or GPT-5.6 Luna?

GPT-5.6 Luna is 9.6× cheaper than GLM 5.3 Prime on a typical 3:1 input/output mix.

GLM 5.3 Prime vs GPT-5.6 Luna: which has a bigger context window?

GLM 5.3 Prime: 1,000,000 tokens. GPT-5.6 Luna: 1,050,000 tokens.

How much would 1 million requests cost?

At 2,000 input + 500 output tokens per request: GLM 5.3 Prime ≈ $10,000, GPT-5.6 Luna ≈ $1,000.

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