GLM 5.3 Prime vs GPT-5.2 Pro

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-5.2 Pro

OpenAI
$21.00 / $168.00
Input / Output · per 1M tokens
Compare different models
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Verdict: GLM 5.3 Prime is 13.4× cheaper than GPT-5.2 Pro on a typical 3:1 input/output mix. GLM 5.3 Prime has the larger context window (1M vs 400K).
GLM 5.3 PrimeGPT-5.2 Pro
Input price / 1M$2.80$21.00
Output price / 1M$8.80$168.00
Blended price (3:1)$4.30$57.75
Cached input / 1M$0.56
Context window1M400K
Max output131K128K
Intelligence index
Coding index
Providers1
Best provider uptime (30m)100.0%
Vision inputNoYes
ReasoningYesYes
Tool callingYesYes
Released2026-09-232025-12-10
Retirement

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FAQ

Which is cheaper, GLM 5.3 Prime or GPT-5.2 Pro?

GLM 5.3 Prime is 13.4× cheaper than GPT-5.2 Pro on a typical 3:1 input/output mix.

GLM 5.3 Prime vs GPT-5.2 Pro: which has a bigger context window?

GLM 5.3 Prime: 1,000,000 tokens. GPT-5.2 Pro: 400,000 tokens.

How much would 1 million requests cost?

At 2,000 input + 500 output tokens per request: GLM 5.3 Prime ≈ $10,000, GPT-5.2 Pro ≈ $126,000.

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