1. Retrieval & Citation Ecosystem Profile
- Highly dispersed open-web retrieval: Wenjian observations show DeepSeek's top ten cited domains account for less than one-quarter of total citations, avoiding single-portal concentration.
- Strong preference for verifiable structure: Developer communities, technical documentation, whitepapers, and explicit methodology guides earn high trust.
- Resistance to promotional fluff: Superlative marketing claims without operating parameters or verifiable boundaries are routinely filtered out during reasoning synthesis.
2. Representative High-Intent Buyer Prompts
- Compare leading enterprise solutions across architecture, on-premise deployment, and TCO.
- Under demanding operating conditions, how do competing technical approaches compare?
- What verifiable metrics and sample disclosures should buyers demand from vendors?
3. Enterprise GEO Action Checklist
- Upgrade product pages into four factual layers: definition, spec tables, operating limits, and FAQs
- Publish methodologically rigorous explainers in respected practitioner communities
- Align technical terminology and version numbers across official docs and whitepapers
- Monitor pros/cons framing assigned to your brand in comparative prompts