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Model comparison

DeepSeek-V3.2-Speciale vs Grok 4 Fast

Short answer

DeepSeek-V3.2-Speciale scores higher on 3 of the 4 benchmarks both models report; Grok 4 Fast is cheaper on input tokens ($0.2 vs $0.3 per 1M, 1.4×); Grok 4 Fast has the larger context window (2M vs 128K); DeepSeek-V3.2-Speciale ships open weights while Grok 4 Fast is API-only.

Specs and pricing side by side

SpecDeepSeek-V3.2-SpecialeGrok 4 Fast
MakerDeepSeekxAI (Grok)
Released2025-12-012025-09
Context window128K2M
Max output128Knot published
Input price$0.28 / 1M tokens (cache miss)$0.20 / 1M tokens
Output price$0.42 / 1M tokens$0.50 / 1M tokens
Parameters671B total / 37B active (MoE)Undisclosed
LicenseMITProprietary
WeightsOpen weightsAPI only
ModalitiesTextText, Vision
Knowledge cutoffNot disclosedNot publicly disclosed

Benchmarks both models report

BenchmarkDeepSeek-V3.2-SpecialeGrok 4 Fast
AIME 202596%92%
LiveCodeBench88.7%80%
GPQA Diamond85.7%85.7%
Humanity's Last Exam30.6%20%

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-Speciale if…

  • You care about AIME 2025, LiveCodeBench, Humanity's Last Exam (it scores higher on 3 shared benchmarks).
  • You want to self-host or fine-tune (open weights, MIT).
  • Your use case is: solving competition-grade mathematics and writing formal mathematical proofs.

Pick Grok 4 Fast if…

  • Cost matters: input tokens cost 1.4× less ($0.2 vs $0.3 per 1M).
  • You need the longer context (2M vs 128K).
  • You need Vision input, which DeepSeek-V3.2-Speciale lacks.
  • Your use case is: high-volume production tasks where cost per answer is the deciding factor.

FAQ

Which is better, DeepSeek-V3.2-Speciale or Grok 4 Fast?

DeepSeek-V3.2-Speciale scores higher on 3 of the 4 benchmarks both models report; Grok 4 Fast is cheaper on input tokens ($0.2 vs $0.3 per 1M, 1.4×); Grok 4 Fast has the larger context window (2M vs 128K); DeepSeek-V3.2-Speciale ships open weights while Grok 4 Fast is API-only. The better pick depends on whether you value benchmark scores, price per token, context length or openness for your workload.

How much cheaper is Grok 4 Fast?

DeepSeek-V3.2-Speciale: $0.28 / 1M tokens (cache miss) input, $0.42 / 1M tokens output. Grok 4 Fast: $0.20 / 1M tokens input, $0.50 / 1M tokens output (list API prices as published by each maker).

What are the context windows of DeepSeek-V3.2-Speciale and Grok 4 Fast?

DeepSeek-V3.2-Speciale offers 128K with up to 128K output; Grok 4 Fast offers 2M.

Is DeepSeek-V3.2-Speciale newer than Grok 4 Fast?

DeepSeek-V3.2-Speciale was released 2025-12-01; Grok 4 Fast was released 2025-09.

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