Not a benchmark table. This puts pricing, context, interface fit, and key visibility into one decision card.
复杂推理和工具链场景常用旗舰。
文心代表型号之一，适合中国站品牌词与政企流量承接。
This is a cross-provider comparison. Start with the job boundary, then verify what your key can actually see.
On the listed price snapshot, ERNIE 4.5 300B A47B is cheaper on combined input and output, but real routing, discounts, and limits still matter.
o3 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.
