Model decision surface
Compare AI models
Start with Ling 3.0 Flash Fin and Step3 VL 10B, 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
Ling 3.0 Flash Fin vs Step3 VL 10B
Live dataset updated 9/19/2026, 11:04:59 PM UTC
Open 1200×630 evidence receipt| Field | Ling 3.0 Flash Fin InclusionAI | Step3 VL 10B Stepfun Ai |
|---|---|---|
| ModelCap position | #55 | #57 |
| Index score | 61.0 | 60.9 |
| Evidence | Measured1 public benchmark observation across 1 board | Estimatedglobal-corpus-prior over 195 held-out anchors (21%); launch card against 2 resolved peers on 4 rows (79%); exceeds every named peer on 3 of 4 rows; no cross-lab optimism probe available; shrunk 2.2 toward the measured corpus |
| Input / 1M | $0.06 | Unavailable |
| Output / 1M | $0.18 | Unavailable |
| Pricing status | fresh | unavailable |
| Context | 262K | — |
| Providers | 1 | 0 |
| Weight access | Open weights | Open weights |
Decision facts
- Ling 3.0 Flash Fin is #55; Step3 VL 10B is #57 on the same current language board.
- Index scores are 61.0 for Ling 3.0 Flash Fin and 60.9 for Step3 VL 10B. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
- Evidence differs: Ling 3.0 Flash Fin is Measured; Step3 VL 10B is Estimated.
- ModelCap currently lists 1 providers for Ling 3.0 Flash Fin and 0 for Step3 VL 10B.
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.