In the second half of 2025, as Doubao’s user numbers continued growing, the proportion of non-AI core users was also increasing. They had a characteristic: after opening Doubao, they rarely asked questions proactively, mostly clicking on preset questions that came with the system or simply chatting a few sentences. The team needed to accurately judge from the overall data which features truly had growth potential and whether users were satisfied with the generation results.