Not a benchmark table. This puts pricing, context, interface fit, and key visibility into one decision card.
长上下文多模态代表，适合文件、音视频输入工作流。
更轻量的开源多模态入口，适合教育和试用页。
This is a cross-provider comparison. Start with the job boundary, then verify what your key can actually see.
On the listed price snapshot, Llama 4 Scout is cheaper on combined input and output, but real routing, discounts, and limits still matter.
When context is similar, compare output quality, API stability, limits, and actually callable models first.
Do not start with which model is absolutely stronger. Start with the boundary: cost, context, speed, quality, ecosystem, or supply stability.
If you already hold a key, the valuable check is provider identity, callable models, and whether balance, limits, or subscription status are visible.
Commercially, do not look at model names alone. Combine price, limits, region, upstream stability, and ongoing monitoring.
