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Compare AI models: LongCat-2.5-Preview vs MiniMax-M3.1-Flash

  1. LongCat-2.5-PreviewMeituanHollow points use fallbacks · hover for details
  2. MiniMax-M3.1-FlashMiniMaxHollow points use fallbacks · hover for details
ReasoningCodingCost efficiencyContext windowMultimodalTool use
Normalized model capability scores
ModelReasoningCodingCost efficiencyContext windowMultimodalTool use
LongCat-2.5-Preview50/100 — Reasoning supported; no comparable benchmark50/100 — No data; neutral placeholder37/10081/10033/10050/100 — Tool calling supported; no comparable benchmark
MiniMax-M3.1-Flash50/100 — Reasoning supported; no comparable benchmark50/100 — No data; neutral placeholder69/10081/10050/10050/100 — Tool calling supported; no comparable benchmark
Overview
Author
Context length
1M
1M
Reasoning
True
True
Input modalities
Text, Image
Text, Image, Video
Output modalities
Text
Text
Providers
Pricing
Input
$0.79/ 1M
$0.15/ 1M
Output
$3.10/ 1M
$0.60/ 1M
Cached input
$0.02/ 1M
$0.01/ 1M
MomentumLast 2 mo
Unique users
291K
1M
Completed sessions
15,849,760
126,217,053
Token share
0.62%
13.6%
Tokens
9T+100%
196T+100%
SEP 19NOV 13
SEP 19NOV 13
RetentionWeek 1
Returning users
60.6%3.3K user-weeks
72.2%15K user-weeks

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