Not a benchmark table. This puts pricing, context, interface fit, and key visibility into one decision card.
旗舰品牌词入口，适合热点场景和新模型对比页。
更适合高频调用和渠道场景。
This is a cross-provider comparison. Start with the job boundary, then verify what your key can actually see.
On the listed price snapshot, GLM 4.6 Air is cheaper on combined input and output, but real routing, discounts, and limits still matter.
Grok 3 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.
