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Compare AI models: LongCat-2.5-Preview vs Grok 4.7

  1. LongCat-2.5-PreviewMeituanHollow points use fallbacks · hover for details
  2. Grok 4.7xAIHollow 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
Grok 4.750/100 — Reasoning supported; no comparable benchmark71/10025/10075/10050/10050/100 — Tool calling supported; no comparable benchmark
Overview
Author
Context length
1M
500K
Reasoning
True
True
Input modalities
Text, Image
Text, Image, Pdf
Output modalities
Text
Text
Providers
Pricing
Input
$0.75/ 1M
$2.00/ 1M
Output
$2.95/ 1M
$6.00/ 1M
Cached input
$0.01/ 1M
$0.50/ 1M
MomentumLast 2 mo
Unique users
291K
61K
Completed sessions
15,849,760
153,113
Token share
0.73%
0.01%
Tokens
9T+100%
77B+100%
SEP 6OCT 31
SEP 6OCT 31
RetentionWeek 1
Returning users
62.6%2.8K user-weeks
42.9%1.6K user-weeks

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