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ModelCap

Model decision surface

Compare AI models

Start with Llama 4 Scout and Qwen3 VL 8B Thinking, 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

Llama 4 Scout vs Qwen3 VL 8B Thinking

Live dataset updated 8/17/2026, 11:13:20 PM UTC

Open 1200×630 evidence receipt
Factual comparison of Llama 4 Scout and Qwen3 VL 8B Thinking
Field
ModelCap position#104#101
Index score22.523.7
EvidenceMeasured4 public benchmark observations across 4 boardsEstimatedpublisher corpus prior · leave-one-anchor-out calibrated
Input / 1M$0.10$0.18
Output / 1M$0.30$2.10
Pricing statusfreshfresh
Context1.3M131K
Providers41
Weight accessGated accessOpen weights

Decision facts

  • Llama 4 Scout is #104; Qwen3 VL 8B Thinking is #101 on the same current language board.
  • Index scores are 22.5 for Llama 4 Scout and 23.7 for Qwen3 VL 8B Thinking.
  • Evidence differs: Llama 4 Scout is Measured; Qwen3 VL 8B Thinking is Estimated.
  • Listed output price per 1M tokens is $0.30 for Llama 4 Scout and $2.10 for Qwen3 VL 8B Thinking.
  • Published context is 1,310,720 tokens for Llama 4 Scout and 131,072 for Qwen3 VL 8B Thinking.
  • Weight access differs: Llama 4 Scout is gated; Qwen3 VL 8B Thinking is open.
  • ModelCap currently lists 4 providers for Llama 4 Scout and 1 for Qwen3 VL 8B Thinking.

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.