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ModelCap

Model decision surface

Compare AI models

Start with cogito v1 preview llama 8B and gemma 2 2b 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

cogito v1 preview llama 8B vs gemma 2 2b it

Live dataset updated 9/23/2026, 4:02:17 AM UTC

Open 1200×630 evidence receipt
Factual comparison of cogito v1 preview llama 8B and gemma 2 2b it
Field
ModelCap position#247#246
Index score8.78.7
EvidenceInheritedfinetune of meta-llama/Llama-3.1-8B · finetune (100%)Measured2 public benchmark observations across 2 boards
Input / 1MUnavailableUnavailable
Output / 1MUnavailableUnavailable
Pricing statusunavailableunavailable
Context——
Providers00
Weight accessRestricted licenseGated access

Decision facts

  • cogito v1 preview llama 8B is #247; gemma 2 2b it is #246 on the same current language board.
  • Index scores are 8.7 for cogito v1 preview llama 8B and 8.7 for gemma 2 2b it. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
  • Evidence differs: cogito v1 preview llama 8B is Inherited; gemma 2 2b it is Measured.
  • Weight access differs: cogito v1 preview llama 8B is restricted; gemma 2 2b it is gated.

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.