CompareAI models
- LongCat-2.5-PreviewMeituanHollow points use fallbacks · hover for details
- GLM-5.3-FlashZhipu
ReasoningCodingCost efficiencyContext windowMultimodalTool use
| Model | Reasoning | Coding | Cost efficiency | Context window | Multimodal | Tool use |
|---|---|---|---|---|---|---|
| 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 |
| GLM-5.3-Flash | 59/100 | 35/100 | 73/100 | 80/100 | 67/100 | 0/100 |
Overview
Author
Context length
1M
1M
Reasoning
True
True
Input modalities
Text, Image
Text, Image, Video, Pdf
Output modalities
Text
Text
Providers
Pricing
Input
$0.30/ 1M
$0.15/ 1M
Output
$1.20/ 1M
$0.50/ 1M
Cached input
$0.006/ 1M
$0.03/ 1M
MomentumLast 2 mo
Unique users
16K
1.1M
Completed sessions
482,136
17,485,662
Token share
0.09%
7.15%
Tokens
791B+100%
60T+100%
AUG 4SEP 28
AUG 4SEP 28
RetentionWeek 1
Returning users
Pending
63.2%68K user-weeks
Related comparisons. Other model pairs to check.
Nearby alternativeLongCat-2.5-Preview vs Jamba MiniLongCat-2.5-Preview·Jamba MiniNearby alternativeGLM-5.3-Flash vs Jamba MiniGLM-5.3-Flash·Jamba MiniRelated comparisonLongCat-2.5-Preview vs Jamba LargeLongCat-2.5-Preview·Jamba LargeRelated comparisonGLM-5.3-Flash vs Jamba LargeGLM-5.3-Flash·Jamba Large