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ModelCap

Model decision surface

Compare AI models

Start with cogito v1 preview llama 8B and UserLM 8b, 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 UserLM 8b

Live dataset updated 9/15/2026, 7:09:11 PM UTC

Open 1200×630 evidence receipt
Factual comparison of cogito v1 preview llama 8B and UserLM 8b
Field
UserLM 8b

Microsoft

ModelCap position#196#197
Index score5.85.8
EvidenceInheritedfinetune of meta-llama/Llama-3.1-8B · finetune (100%)Inheritedfinetune of meta-llama/Llama-3.1-8B · finetune (100%)
Input / 1MUnavailableUnavailable
Output / 1MUnavailableUnavailable
Pricing statusunavailableunavailable
Context——
Providers00
Weight accessRestricted licenseOpen weights

Decision facts

  • cogito v1 preview llama 8B is #196; UserLM 8b is #197 on the same current language board.
  • Index scores are 5.8 for cogito v1 preview llama 8B and 5.8 for UserLM 8b. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
  • Both positions use Inherited evidence.
  • Weight access differs: cogito v1 preview llama 8B is restricted; UserLM 8b is open.

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.