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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 placeholder56/10082/10033/10050/100 — Tool calling supported; no comparable benchmark
GLM-5.3-Flash56/10035/10072/10082/10067/1000/100
Overview
Author
Context length
1M
1M
Reasoning
True
True
Input modalities
Text, Image
Text, Image, Video, Pdf
Output modalities
Text
Text
Providers
Pricing
Input
$0.30/ 1M
$0.12/ 1M
Output
$1.20/ 1M
$0.42/ 1M
Cached input
$0.006/ 1M
$0.03/ 1M
MomentumLast 2 mo
Unique users
283K
997K
Completed sessions
15,685,403
12,548,472
Token share
0.79%
2.69%
Tokens
8.9T+100%
30T-33%
AUG 28OCT 22
AUG 28OCT 22
RetentionWeek 1
Returning users
64.3%1.7K user-weeks
63.2%93K user-weeks

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