CompareAI models
- Qwen3.8 FlashAlibabaHollow points use fallbacks · hover for details
- Muse Spark 1.3 ContributorMeta
ReasoningCodingCost efficiencyContext windowMultimodalTool use
| Model | Reasoning | Coding | Cost efficiency | Context window | Multimodal | Tool use |
|---|---|---|---|---|---|---|
| Qwen3.8 Flash | 50/100 — Reasoning supported; no comparable benchmark | 50/100 — No data; neutral placeholder | 73/100 | 80/100 | 50/100 | 50/100 — Tool calling supported; no comparable benchmark |
| Muse Spark 1.3 Contributor | 100/100 | 100/100 | 85/100 | 92/100 | 83/100 | 100/100 |
Overview
Author
Context length
1M
1M
Reasoning
True
True
Input modalities
Text, Image, Video
Text, Image, Video, Pdf, Audio
Output modalities
Text
Text
Providers
Pricing
Input
$0.15/ 1M
$0.10/ 1M
Output
$0.47/ 1M
$0.20/ 1M
Cached input
$0.02/ 1M
$0.002/ 1M
MomentumLast 2 mo
Unique users
125K
735K
Completed sessions
861,361
203,223,650
Token share
0.22%
14.4%
Tokens
1.7T+100%
111T+100%
JUL 31SEP 24
JUL 31SEP 24
RetentionWeek 1
Returning users
70.9%3.7K user-weeks
83.3%13K user-weeks
Related comparisons. Other model pairs to check.
Nearby alternativeQwen3.8 Flash vs Jamba MiniQwen3.8 Flash·Jamba MiniNearby alternativeMuse Spark 1.3 Contributor vs Jamba MiniMuse Spark 1.3 Contributor·Jamba MiniRelated comparisonQwen3.8 Flash vs Jamba LargeQwen3.8 Flash·Jamba LargeRelated comparisonMuse Spark 1.3 Contributor vs Jamba LargeMuse Spark 1.3 Contributor·Jamba Large