Methodology preview

Build a cross-platform visibility baseline

A repeatable way to compare one brand across Doubao, Yuanbao, Qwen, and DeepSeek before changing content.

Methodology preview · Last reviewed 2026-08-22

Workflow

  1. Freeze a Chinese-language question set
  2. Run the same questions by platform
  3. Separate mentions from recommendations
  4. Review source and competitor changes

Signals to capture

  • Brand mention rate
  • Recommendation rate
  • Target-source citation rate
  • Question-variant sensitivity
Illustrative workflow. This page is not a customer result or ranking claim.