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Compare AI models: DeepSeek V4 Flash vs LongCat-2.0

  1. DeepSeek V4 FlashDeepSeek
  2. LongCat-2.0Meituan
ReasoningCodingCost efficiencyContext windowMultimodalTool use
Normalized model capability scores
ModelReasoningCodingCost efficiencyContext windowMultimodalTool use
DeepSeek V4 Flash25/10075/10058/10081/1000/1000/100
LongCat-2.026/10069/10058/10081/1000/10029/100
Overview
Author
Context length
1M
1M
Reasoning
True
True
Input modalities
Text
Text
Output modalities
Text
Text
Providers
Pricing
Input
$0.30/ 1M
$0.30/ 1M
Output
$1.20/ 1M
$1.20/ 1M
Cached input
$0.006/ 1M
$0.006/ 1M
MomentumLast 2 mo
Unique users
3.1M
51K
Completed sessions
37,162,058
380,108
Token share
14.9%
0.05%
Tokens
145T-38%
454B+237%
AUG 18OCT 12
AUG 18OCT 12
RetentionWeek 1
Returning users
69.3%272K user-weeks
64.8%701 user-weeks

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