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Compare AI models: DeepSeek V4 Flash Vision Exp vs LongCat-2.0

  1. DeepSeek V4 Flash Vision ExpDeepSeek
  2. LongCat-2.0Meituan
ReasoningCodingCost efficiencyContext windowMultimodalTool use
Normalized model capability scores
ModelReasoningCodingCost efficiencyContext windowMultimodalTool use
DeepSeek V4 Flash Vision Exp25/10075/10067/10081/10033/1000/100
LongCat-2.024/10069/10037/10081/1000/10029/100
Overview
Author
Context length
1M
1M
Reasoning
True
True
Input modalities
Text, Image
Text
Output modalities
Text
Text
Providers
Pricing
Input
$0.15/ 1M
$0.75/ 1M
Output
$0.60/ 1M
$3.00/ 1M
Cached input
$0.003/ 1M
$0.01/ 1M
MomentumLast 2 mo
Unique users
202K
52K
Completed sessions
1,090,921
547,559
Token share
0.41%
0.03%
Tokens
5.1T+3%
317B-15%
SEP 6OCT 31
SEP 6OCT 31
RetentionWeek 1
Returning users
59.6%21K user-weeks
64.3%753 user-weeks

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