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ModelCap

Model decision surface

Compare AI models

Start with Gemini 3.8 Flash and gemma 4 12B 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

Gemini 3.8 Flash vs gemma 4 12B it

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

Open 1200×630 evidence receipt
Factual comparison of Gemini 3.8 Flash and gemma 4 12B it
Field
ModelCap position#7#44
Index score82.261.4
EvidenceMeasured4 public benchmark observations across 4 boardsEstimatedpublisher-corpus-prior over 182 held-out anchors (7%); launch card against 3 resolved peers on 6 rows (93%); no cross-lab optimism probe available; shrunk 0.3 up toward the measured corpus
Input / 1M$0.75Unavailable
Output / 1M$3.75Unavailable
Pricing statusfreshunavailable
Context1M—
Providers20
Weight accessAPI onlyOpen weights

Decision facts

  • Gemini 3.8 Flash is #7; gemma 4 12B it is #44 on the same current language board.
  • Index scores are 82.2 for Gemini 3.8 Flash and 61.4 for gemma 4 12B it. Their published uncertainty intervals do not overlap, but the aggregate Index does not predict performance on every task; compare the relevant benchmark configurations before choosing.
  • Evidence differs: Gemini 3.8 Flash is Measured; gemma 4 12B it is Estimated.
  • Weight access differs: Gemini 3.8 Flash is none; gemma 4 12B it is open.
  • ModelCap currently lists 2 providers for Gemini 3.8 Flash and 0 for gemma 4 12B 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.