LOADING COMPARISON
GROUNDED IN REAL HUMAN CONVERSATIONSYOUR BENCH
HEAD TO HEAD
Qwen3.8 Flash vs Pareto 26.9 vs Dots3 Note
Community vibe score against API price per 1M tokens. Up and left wins: loved and cheap.
WHAT PEOPLE SAY
Qwen3.8 Flash
LOVE
Popular for coding help
COMPLAINT
Outages, errors, or limits get in the way
Pareto 26.9
COMPLAINT
Outages, errors, or limits get in the way
Dots3 Note
LOVE
Popular for coding help
COMPLAINT
Refuses or lectures more than people like
VALUE FOR MONEY
| Metric | |||
|---|---|---|---|
| VIBE SCORE | 7.4 | 6.2 | 7.4 |
| VOICES | 7,495 | 158 | 2,824 |
| RANK | #6 of 346 assistants | #112 of 346 assistants | #8 of 346 assistants |
| OVERALL | #6 of 538 ranked | #174 of 538 ranked | #12 of 538 ranked |
| CATEGORY | Multimodal | Multimodal | Multimodal |
| OPEN/CLOSED | OPEN WEIGHTS | CLOSED | OPEN WEIGHTS |
| PRICE IN (per 1M) | $0.15 / 1M | $2.50 / 1M | FREE |
| PRICE OUT (per 1M) | $0.47 / 1M | $7.50 / 1M | FREE |
| THE CROWD LOVES | Popular for coding help | Not enough talk yet | Popular for coding help |
| THE CROWD GRUMBLES | Outages, errors, or limits get in the way | Outages, errors, or limits get in the way | Refuses or lectures more than people like |
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