CompareAI models
- DeepSeek V4 Flash Vision ExpDeepSeek
- 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 Vision Exp | 27/100 | 79/100 | 63/100 | 80/100 | 33/100 | 0/100 |
| LongCat-2.5-Preview | 50/100 — Reasoning supported; no comparable benchmark | 50/100 — No data; neutral placeholder | 60/100 | 80/100 | 33/100 | 50/100 — Tool calling supported; no comparable benchmark |
Overview
Author
Context length
1M
1M
Reasoning
True
True
Input modalities
Text, Image
Text, Image
Output modalities
Text
Text
Providers
Pricing
Input
$0.27/ 1M
$0.30/ 1M
Output
$1.08/ 1M
$1.20/ 1M
Cached input
$0.0054/ 1M
$0.006/ 1M
MomentumLast 2 mo
Unique users
318K
29K
Completed sessions
875,743
1,177,199
Token share
0.95%
0.19%
Tokens
8.3T+100%
1.7T+100%
AUG 6SEP 30
AUG 6SEP 30
RetentionWeek 1
Returning users
63.6%21K user-weeks
Pending
Related comparisons. Other model pairs to check.
Nearby alternativeDeepSeek V4 Flash Vision Exp vs Jamba MiniDeepSeek V4 Flash Vision Exp·Jamba MiniNearby alternativeLongCat-2.5-Preview vs Jamba MiniLongCat-2.5-Preview·Jamba MiniRelated comparisonDeepSeek V4 Flash Vision Exp vs Jamba LargeDeepSeek V4 Flash Vision Exp·Jamba LargeRelated comparisonLongCat-2.5-Preview vs Jamba LargeLongCat-2.5-Preview·Jamba Large