GLM 5.3 Flash vs Ling 3.0 Flash VL

Price, context window & benchmark comparison

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GLM 5.3 Flash

Z.ai (Zhipu)
$0.15 / $0.50
Input / Output · per 1M tokens
VS
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Ling 3.0 Flash VL

inclusionAI
$0.06 / $0.18
Input / Output · per 1M tokens
Compare different models
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I
Verdict: Ling 3.0 Flash VL is 2.6× cheaper than GLM 5.3 Flash on a typical 3:1 input/output mix. GLM 5.3 Flash scores higher on the Artificial Analysis Intelligence Index (41.8 vs 24.6). GLM 5.3 Flash has the larger context window (1.3M vs 262K).
GLM 5.3 FlashLing 3.0 Flash VL
Input price / 1M$0.15$0.06
Output price / 1M$0.50$0.18
Blended price (3:1)$0.24$0.09
Cached input / 1M$0.05$0.012
Context window1.3M262K
Max output944K33K
Intelligence index41.824.6
Coding index71.557
Providers31
Best provider uptime (30m)100.0%
Vision inputYesYes
ReasoningYesYes
Tool callingYesYes
Released2026-08-262026-09-10
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FAQ

Which is cheaper, GLM 5.3 Flash or Ling 3.0 Flash VL?

Ling 3.0 Flash VL is 2.6× cheaper than GLM 5.3 Flash on a typical 3:1 input/output mix.

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

GLM 5.3 Flash: 1,310,720 tokens. Ling 3.0 Flash VL: 262,144 tokens.

How much would 1 million requests cost?

At 2,000 input + 500 output tokens per request: GLM 5.3 Flash ≈ $550.00, Ling 3.0 Flash VL ≈ $210.00.

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