GitHub[220K]Try OpenCode

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 Exp25/10075/10065/10081/10033/1000/100
LongCat-2.024/10069/10057/10081/1000/10029/100
Overview
Author
Context length
1M
1M
Reasoning
True
True
Input modalities
Text, Image
Text
Output modalities
Text
Text
Providers
Pricing
Input
$0.22/ 1M
$0.30/ 1M
Output
$0.66/ 1M
$1.20/ 1M
Cached input
$0.007/ 1M
$0.006/ 1M
MomentumLast 2 mo
Unique users
209K
52K
Completed sessions
1,105,210
547,794
Token share
0.42%
0.03%
Tokens
5.2T+7%
323B-10%
SEP 5OCT 30
SEP 5OCT 30
RetentionWeek 1
Returning users
59.6%21K user-weeks
64.3%753 user-weeks

Related comparisons. Other model pairs to check.