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Compare AI models: LongCat-2.5-Preview vs Nemotron 3.5 Lightning 30B A3B

  1. LongCat-2.5-PreviewMeituanHollow points use fallbacks · hover for details
  2. Nemotron 3.5 Lightning 30B A3BNVIDIAHollow 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 placeholder58/10081/10033/10050/100 — Tool calling supported; no comparable benchmark
Nemotron 3.5 Lightning 30B A3B0/10037/10085/10062/1000/10050/100 — Tool calling supported; no comparable benchmark
Overview
Author
Context length
1M
262K
Reasoning
True
True
Input modalities
Text, Image
Text
Output modalities
Text
Text
Providers
Pricing
Input
$0.30/ 1M
$0.05/ 1M
Output
$1.20/ 1M
$0.20/ 1M
Cached input
$0.006/ 1M
$0.01/ 1M
MomentumLast 2 mo
Unique users
159K
281K
Completed sessions
8,095,394
6,728,677
Token share
0.61%
0.47%
Tokens
6T+100%
4.6T+678%
AUG 18OCT 12
AUG 18OCT 12
RetentionWeek 1
Returning users
64.5%757 user-weeks
Pending

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