CompareAI models
- LongCat-2.5-PreviewMeituanHollow points use fallbacks · hover for details
- GPT-5.6 LunaOpenAI
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 | 50/100 — No data; neutral placeholder | 80/100 | 33/100 | 50/100 — Tool calling supported; no comparable benchmark |
| GPT-5.6 Luna | 67/100 | 81/100 | 63/100 | 98/100 | 50/100 | 64/100 |
Overview
Author
Context length
1M
1.1M
Reasoning
True
True
Input modalities
Text, Image
Text, Image, Pdf
Output modalities
Text
Text
Providers
Pricing
Input
Unknown
$0.20/ 1M
Output
Unknown
$1.20/ 1M
Cached input
Unknown
$0.02/ 1M
MomentumLast 2 mo
Unique users
No usage
646K
Completed sessions
No usage
2,098,082
Token share
No usage
0.91%
Tokens
No usage
7.3T+3,730%
No trend data
AUG 2SEP 26
RetentionWeek 1
Returning users
Pending
58.8%45K user-weeks
Related comparisons. Other model pairs to check.
Nearby alternativeLongCat-2.5-Preview vs Jamba MiniLongCat-2.5-Preview·Jamba MiniNearby alternativeGPT-5.6 Luna vs Jamba MiniGPT-5.6 Luna·Jamba MiniRelated comparisonLongCat-2.5-Preview vs Jamba LargeLongCat-2.5-Preview·Jamba LargeRelated comparisonGPT-5.6 Luna vs Jamba LargeGPT-5.6 Luna·Jamba Large