GLM 5.3 Prime vs Llama 4 Scout

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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Llama 4 Scout

Meta Llama
$0.10 / $0.30
Input / Output · per 1M tokens
Compare different models
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Verdict: Llama 4 Scout is 28.7× cheaper than GLM 5.3 Prime on a typical 3:1 input/output mix. Llama 4 Scout has the larger context window (1.3M vs 1M).
GLM 5.3 PrimeLlama 4 Scout
Input price / 1M$2.80$0.10
Output price / 1M$8.80$0.30
Blended price (3:1)$4.30$0.15
Cached input / 1M$0.56
Context window1M1.3M
Max output131K16K
Intelligence index
Coding index8.2
Providers13
Best provider uptime (30m)100.0%99.9%
Vision inputNoYes
ReasoningYesNo
Tool callingYesYes
Released2026-09-232025-04-05
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FAQ

Which is cheaper, GLM 5.3 Prime or Llama 4 Scout?

Llama 4 Scout is 28.7× cheaper than GLM 5.3 Prime on a typical 3:1 input/output mix.

GLM 5.3 Prime vs Llama 4 Scout: which has a bigger context window?

GLM 5.3 Prime: 1,000,000 tokens. Llama 4 Scout: 1,310,720 tokens.

How much would 1 million requests cost?

At 2,000 input + 500 output tokens per request: GLM 5.3 Prime ≈ $10,000, Llama 4 Scout ≈ $350.00.

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