Compatibility layers usually cover only the core chat completion capability; model-specific parameters (such as some multimodal input formats, specific tool-calling extensions, thinking budget control, etc.) may not be passed through, so before integrating you should confirm whether the key capabilities of the model you use are supported by the aggregation platform and verify through actual calls whether the returned fields are complete.