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ModelCap

Model decision surface

Compare AI models

Start with Gemma 3 12B and gemma 4 E4B it, 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 3 12B vs gemma 4 E4B it

Live dataset updated 9/9/2026, 8:46:14 PM UTC

Open 1200×630 evidence receipt
Factual comparison of Gemma 3 12B and gemma 4 E4B it
Field
ModelCap position#133#98
Index score30.041.1
EvidenceMeasured3 public benchmark observations across 3 boardsEstimatedpublisher-corpus-prior over 182 held-out anchors (7%); launch card against 3 resolved peers on 5 rows (93%); no cross-lab optimism probe available; shrunk 1.7 up toward the measured corpus
Input / 1M$0.05Unavailable
Output / 1M$0.15Unavailable
Pricing statusfreshunavailable
Context131K—
Providers10
Weight accessGated accessOpen weights

Decision facts

  • Gemma 3 12B is #133; gemma 4 E4B it is #98 on the same current language board.
  • Index scores are 30.0 for Gemma 3 12B and 41.1 for gemma 4 E4B it. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
  • Evidence differs: Gemma 3 12B is Measured; gemma 4 E4B it is Estimated.
  • Weight access differs: Gemma 3 12B is gated; gemma 4 E4B it is open.
  • ModelCap currently lists 1 providers for Gemma 3 12B and 0 for gemma 4 E4B it.

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.