Not a benchmark table. This puts pricing, context, interface fit, and key visibility into one decision card.
超长上下文与多代理场景热度很高，适合海外品牌词流量承接。
研究和检索融合场景里的高意图品牌词入口。
This is a cross-provider comparison. Start with the job boundary, then verify what your key can actually see.
On the listed price snapshot, Sonar Reasoning Pro is cheaper on combined input and output, but real routing, discounts, and limits still matter.
Grok 4.20 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.
