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Compare AI models: LongCat-2.5-Preview vs Muse Spark 1.3 Contributor

  1. LongCat-2.5-PreviewMeituanHollow points use fallbacks · hover for details
  2. Muse Spark 1.3 ContributorMeta
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 placeholder59/10082/10033/10050/100 — Tool calling supported; no comparable benchmark
Muse Spark 1.3 Contributor100/10093/10082/10093/10083/100100/100
Overview
Author
Context length
1M
1M
Reasoning
True
True
Input modalities
Text, Image
Text, Image, Video, Pdf, Audio
Output modalities
Text
Text
Providers
Pricing
Input
$0.30/ 1M
$0.10/ 1M
Output
$1.20/ 1M
$0.20/ 1M
Cached input
$0.006/ 1M
$0.002/ 1M
MomentumLast 2 mo
Unique users
190K
1.4M
Completed sessions
10,272,748
367,945,841
Token share
0.67%
22.2%
Tokens
6.7T+100%
220T+100%
AUG 21OCT 15
AUG 21OCT 15
RetentionWeek 1
Returning users
64.5%757 user-weeks
67%41K user-weeks

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