GLM 5.3 Prime vs Ling 3.0 Flash Fin

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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Ling 3.0 Flash Fin

inclusionAI
$0.06 / $0.18
Input / Output · per 1M tokens
Compare different models
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Verdict: Ling 3.0 Flash Fin is 47.8× cheaper than GLM 5.3 Prime on a typical 3:1 input/output mix. GLM 5.3 Prime has the larger context window (1M vs 262K).
GLM 5.3 PrimeLing 3.0 Flash Fin
Input price / 1M$2.80$0.06
Output price / 1M$8.80$0.18
Blended price (3:1)$4.30$0.09
Cached input / 1M$0.56$0.012
Context window1M262K
Max output131K236K
Intelligence index22.6
Coding index55.6
Providers1
Best provider uptime (30m)100.0%
Vision inputNoNo
ReasoningYesYes
Tool callingYesYes
Released2026-09-232026-08-27
Retirement

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FAQ

Which is cheaper, GLM 5.3 Prime or Ling 3.0 Flash Fin?

Ling 3.0 Flash Fin is 47.8× cheaper than GLM 5.3 Prime on a typical 3:1 input/output mix.

GLM 5.3 Prime vs Ling 3.0 Flash Fin: which has a bigger context window?

GLM 5.3 Prime: 1,000,000 tokens. Ling 3.0 Flash Fin: 262,144 tokens.

How much would 1 million requests cost?

At 2,000 input + 500 output tokens per request: GLM 5.3 Prime ≈ $10,000, Ling 3.0 Flash Fin ≈ $210.00.

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