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Model comparison

DeepSeek-V3.2 vs GLM-4.5-Air

Short answer

DeepSeek-V3.2 scores higher on 3 of the 3 benchmarks both models report; GLM-4.5-Air is cheaper on input tokens ($0.2 vs $0.3 per 1M, 1.5×).

Specs and pricing side by side

SpecDeepSeek-V3.2GLM-4.5-Air
MakerDeepSeekZ.ai (Zhipu / GLM)
Released2025-12-012025-07-28
Context window128K128Ksame
Max output64K96K
Input price$0.30$0.20
Output price$0.45$1.10
Parameters685B total / 37B active (MoE)106B total · 12B active
LicenseMITMITsame
WeightsOpen weightsOpen weightssame
ModalitiesTextTextsame
Knowledge cutoffNot disclosedNot disclosedsame

Benchmarks both models report

BenchmarkDeepSeek-V3.2GLM-4.5-Air
MMLU-Pro85%81.4%
GPQA-Diamond82.4%71.72%
SWE-bench Verified70%57.6%

Scores are as published by each maker or its cited source; harness, reasoning effort and date can differ between rows, so treat small gaps as ties. Sources are listed on each model page.

Which one should you pick?

Pick DeepSeek-V3.2 if…

  • You care about MMLU-Pro, GPQA-Diamond, SWE-bench Verified (it scores higher on 3 shared benchmarks).
  • Your use case is: cost-sensitive agentic workflows that need tool-calling plus reasoning.

Pick GLM-4.5-Air if…

  • Cost matters: input tokens cost 1.5× less ($0.2 vs $0.3 per 1M).
  • Your use case is: agentic coding assistants and autonomous coding agents that call tools over long horizons.

FAQ

Which is better, DeepSeek-V3.2 or GLM-4.5-Air?

DeepSeek-V3.2 scores higher on 3 of the 3 benchmarks both models report; GLM-4.5-Air is cheaper on input tokens ($0.2 vs $0.3 per 1M, 1.5×). The better pick depends on whether you value benchmark scores, price per token, context length or openness for your workload.

How much cheaper is GLM-4.5-Air?

DeepSeek-V3.2: $0.30 input, $0.45 output. GLM-4.5-Air: $0.20 input, $1.10 output (list API prices as published by each maker).

What are the context windows of DeepSeek-V3.2 and GLM-4.5-Air?

DeepSeek-V3.2 offers 128K with up to 64K output; GLM-4.5-Air offers 128K with up to 96K output.

Is DeepSeek-V3.2 newer than GLM-4.5-Air?

DeepSeek-V3.2 was released 2025-12-01; GLM-4.5-Air was released 2025-07-28.

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