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ModelCap

Model decision surface

Compare AI models

Start with gemma 4 12B it and Inkling, 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 Inkling

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

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

Thinking Machines

ModelCap position#44#41
Index score61.462.9
EvidenceEstimatedpublisher-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 corpusMeasured5 public benchmark observations across 5 boards
Input / 1MUnavailable$1.00
Output / 1MUnavailable$4.05
Pricing statusunavailablefresh
Context—1M
Providers03
Weight accessOpen weightsOpen weights

Decision facts

  • gemma 4 12B it is #44; Inkling is #41 on the same current language board.
  • Index scores are 61.4 for gemma 4 12B it and 62.9 for Inkling. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
  • Evidence differs: gemma 4 12B it is Estimated; Inkling is Measured.
  • ModelCap currently lists 0 providers for gemma 4 12B it and 3 for Inkling.

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.