1. Retrieval & Citation Ecosystem Profile
- Balanced ecosystem and open-web retrieval: Wenjian benchmark observations show ByteDance ecosystem sources account for roughly one-quarter of citations, complemented by major news portals and vertical media.
- Minimal cross-walled-garden referencing: Closed social ecosystems rarely cross-cite one another, making crawlable open-web documentation and authoritative media essential.
- Scenario-driven adoption: Practical guides detailing apartment sizing, budget tiers, target users, and usage caveats earn consistent adoption.
2. Representative High-Intent Buyer Prompts
- Which models under RMB 3,000 fit compact apartments or rental kitchens?
- What upgraded specifications distinguish the latest model tier in daily use?
- What common pitfalls should first-time buyers avoid in this category?
3. Enterprise GEO Action Checklist
- Document concrete lifestyle and household operating scenarios per SKU
- Publish clear HTML comparison tables covering price bands and suitability
- Audit Doubao answers in Wenjian for legacy pricing or discontinued models
- Track scenario-prompt mention shifts across T+14 and T+30 windows