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Compare AI models: LongCat-2.5-Preview vs GLM-5.3-Flash

  1. LongCat-2.5-PreviewMeituanHollow points use fallbacks · hover for details
  2. GLM-5.3-FlashZhipu
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
GLM-5.3-Flash56/10035/10072/10081/10067/1000/100
Overview
Author
Context length
1M
1M
Reasoning
True
True
Input modalities
Text, Image
Text, Image, Video, Pdf
Output modalities
Text
Text
Providers
Pricing
Input
$0.75/ 1M
$0.12/ 1M
Output
$2.95/ 1M
$0.42/ 1M
Cached input
$0.01/ 1M
$0.03/ 1M
MomentumLast 2 mo
Unique users
291K
1.1M
Completed sessions
15,849,760
18,204,593
Token share
0.7%
2.85%
Tokens
9T+100%
37T-28%
SEP 8NOV 2
SEP 8NOV 2
RetentionWeek 1
Returning users
61%3.2K user-weeks
62.1%73K user-weeks

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