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  5. DeepSeek V3.1vsDeepSeek V3.2 Exp
Updated Sep 2025

DeepSeek V3.1vsDeepSeek V3.2 Exp

DeepSeek V3.2 Exp is the newer model, released after DeepSeek V3.1.

DeepSeek V3.1 and DeepSeek V3.2 Exp compared across 54 shared prompts
SpecDeepSeek V3.1DeepSeek V3.2 Exp
Input price$0.2/M tokens$0.2/M tokens
Output price$0.8/M tokens$0.4/M tokens
Context window164K tokens164K tokens
WeightsOpenOpen
Free API (OpenRouter)NoNo
ReleasedAug 2025Sep 2025
SWE-bench Verified66.0%67.8%
Our Verdict
DeepSeek V3.1
DeepSeek V3.1
DeepSeek V3.2 Exp
DeepSeek V3.2 Exp

Not enough votes to call it. On the specs, nothing separates them.

Too close to call

Reviewing agent-written code?See a Brief PR report

API pricing

Cost per 1M tokens

DeepSeek V3.1
Input
$0.20
Output
$0.80
DeepSeek V3.2 Exp
Input
$0.20
Output
$0.40
2.0× cheaper
Where to run it

11 hosts, cheapest first

DeepSeek V3.18 hosts
HostInOutContextUptime
DDeepInfrafp4$0.25 in·$0.95 out·164k·100% upNNovitafp8$0.27 in·$1.00 out·131k·99.8% upSSiliconFlowfp8$0.27 in·$1.00 out·164k·97.9% upAAtlasCloudfp8$0.30 in·$0.95 out·131k·99.6% upCCoreWeavefp8$0.55 in·$1.65 out·161k·100% upSSambaNovafp8$0.65 in·$1.50 out·131k·98.1% up
2 more hostsFewer hosts
Google Vertex AIdegraded$0.60 in·$1.70 out·164k·0% upMMaradegraded$0.60 in·$1.70 out·131k·90.8% up
DeepSeek V3.2 Exp3 hosts
HostInOutContextUptime
AAtlasCloudfp8$0.27 in·$0.41 out·164k·99.6% upNNovitafp8$0.27 in·$0.41 out·164k·99.4% upSSiliconFlowfp8$0.27 in·$0.41 out·164k·97.2% up

Per million tokens. Prices and uptime via OpenRouter, checked 11 Sep 2026.

Writing DNA

Style Comparison

Similarity
57%

DeepSeek V3.1 uses 7.3x more transitions

DeepSeek V3.1
DeepSeek V3.2 Exp
53%Vocabulary57%
16wSentence Length18w
0.41Hedging0.41
4.3Bold5.8
3.8Lists3.8
0.02Emoji0.01
0.40Headings0.84
0.20Transitions0.03
Based on 25 + 24 text responses
Research

What we learned reading every model

FAQ

Common questions

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