Stepfun lists 4 models and Xingchen Agi 1. Below: line-up, price tiers, the cheapest model for each capability, and what each costs for five real workloads.
For each workload: the cheapest model from each provider that can actually do it (fits the context window; tool calling required for the agent), and its monthly cost at list price.
It depends on the job: Stepfun offers the broader line-up (4 models vs 1), Stepfun the longest context (1.0M tokens). The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.
Which has more models, Stepfun or Xingchen Agi?
Stepfun: Stepfun lists 4 models and Xingchen Agi lists 1.
Which provider has the longest context window?
Stepfun: Stepfun's longest is StepFun: Step 5 Preview at 1.0M tokens; Xingchen Agi's is XingChen: Xing4.0 29B A4B (free) at 262K.