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。
经典开源旗舰型号，适合对比和托管平台目录。
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 3.3 70B is cheaper on combined input and output, but real routing, discounts, and limits still matter.
Gemini 3.1 Pro Preview has the larger context window, which helps with long documents, knowledge bases, logs, and multi-turn workflows.
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.
