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ModelCap

Model decision surface

Compare AI models

Start with gemma 4 12B it 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

gemma 4 12B it vs Step3 VL 10B

Live dataset updated 9/22/2026, 10:37:09 PM UTC

Open 1200×630 evidence receipt
Factual comparison of gemma 4 12B it and Step3 VL 10B
Field
Step3 VL 10B

Stepfun Ai

ModelCap position#52#55
Index score66.765.6
EvidenceEstimatedpublisher-corpus-prior over 209 held-out anchors (6%); launch card against 3 resolved peers on 6 rows (94%); no cross-lab optimism probe availableEstimatedglobal-corpus-prior over 209 held-out anchors (17%); launch card against 2 resolved peers on 4 rows (83%); exceeds every named peer on 3 of 4 rows; no cross-lab optimism probe available; shrunk 1.8 toward the measured corpus
Input / 1MUnavailableUnavailable
Output / 1MUnavailableUnavailable
Pricing statusunavailableunavailable
Context——
Providers00
Weight accessOpen weightsOpen weights

Decision facts

  • gemma 4 12B it is #52; Step3 VL 10B is #55 on the same current language board.
  • Index scores are 66.7 for gemma 4 12B it and 65.6 for Step3 VL 10B. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
  • Both positions use Estimated evidence.

These are separate published fields, not a synthetic winner. ModelCap does not collapse price, access, context, and capability evidence into a hidden recommendation score.

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.