CompareAI models
- DeepSeek V4 FlashDeepSeek
- LongCat-2.5-PreviewMeituanHollow points use fallbacks · hover for details
ReasoningCodingCost efficiencyContext windowMultimodalTool use
| Model | Reasoning | Coding | Cost efficiency | Context window | Multimodal | Tool use |
|---|---|---|---|---|---|---|
| DeepSeek V4 Flash | 26/100 | 75/100 | 63/100 | 80/100 | 0/100 | 0/100 |
| LongCat-2.5-Preview | 50/100 — Reasoning supported; no comparable benchmark | 50/100 — No data; neutral placeholder | 50/100 — No data; neutral placeholder | 80/100 | 33/100 | 50/100 — Tool calling supported; no comparable benchmark |
Overview
Author
Context length
1M
1M
Reasoning
True
True
Input modalities
Text
Text, Image
Output modalities
Text
Text
Providers
Pricing
Input
$0.27/ 1M
Unknown
Output
$1.08/ 1M
Unknown
Cached input
$0.0054/ 1M
Unknown
MomentumLast 2 mo
Unique users
4.4M
No usage
Completed sessions
38,129,687
No usage
Token share
37.5%
No usage
Tokens
301T+162%
No usage
AUG 2SEP 26
No trend data
RetentionWeek 1
Returning users
67.6%486K user-weeks
Pending
Related comparisons. Other model pairs to check.
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