Model decision surface
Compare AI models
Start with Dots3-Note Preview and Mage VL, or choose any two current ranked language models. Compare capability evidence, price, context, provider availability, and weight access without pretending one field decides every use case.
Current public data
Dots3-Note Preview vs Mage VL
Live dataset updated 9/3/2026, 3:39:57 AM UTC
Open 1200×630 evidence receipt| Field | Dots3-Note Preview Dots Studio | Mage VL Microsoft |
|---|---|---|
| ModelCap position | #145 | #148 |
| Index score | 23.0 | 23.0 |
| Evidence | Estimatedglobal corpus prior · leave-one-anchor-out calibrated | Estimatedglobal corpus prior · leave-one-anchor-out calibrated |
| Input / 1M | Free | Unavailable |
| Output / 1M | Free | Unavailable |
| Pricing status | fresh | unavailable |
| Context | 512K | — |
| Providers | 1 | 0 |
| Weight access | API only | Open weights |
Decision facts
- Dots3-Note Preview is #145; Mage VL is #148 on the same current language board.
- Index scores are 23.0 for Dots3-Note Preview and 23.0 for Mage VL.
- Both positions use Estimated evidence.
- Weight access differs: Dots3-Note Preview is none; Mage VL is open.
- ModelCap currently lists 1 providers for Dots3-Note Preview and 0 for Mage VL.
These are separate published fields, not a synthetic winner. ModelCap does not collapse price, access, context, and capability evidence into a hidden recommendation score.
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Each comparison page is a permanent, shareable URL with the same live figures as this tool: ModelCap Index position, API pricing, context window, provider count, weight access and every shared benchmark board.