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ModelCap

Model decision surface

Compare AI models

Start with gemma 4 E2B it and ContextPilot E4B, 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 E2B it vs ContextPilot E4B

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

Open 1200×630 evidence receipt
Factual comparison of gemma 4 E2B it and ContextPilot E4B
Field
ModelCap position#106#104
Index score39.339.9
EvidenceEstimatedpublisher-corpus-prior over 182 held-out anchors (9%); launch card against 3 resolved peers on 5 rows (91%); no cross-lab optimism probe available; shrunk 2.7 up toward the measured corpusInheritedfinetune of google/gemma-4-E4B-it · finetune (100%)
Input / 1MUnavailableUnavailable
Output / 1MUnavailableUnavailable
Pricing statusunavailableunavailable
Context——
Providers00
Weight accessOpen weightsRestricted license

Decision facts

  • gemma 4 E2B it is #106; ContextPilot E4B is #104 on the same current language board.
  • Index scores are 39.3 for gemma 4 E2B it and 39.9 for ContextPilot E4B. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
  • Evidence differs: gemma 4 E2B it is Estimated; ContextPilot E4B is Inherited.
  • Weight access differs: gemma 4 E2B it is open; ContextPilot E4B is restricted.

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.