GEO Getting Started: From Audit to Continuous Optimization

yunyeyuanzhi breaks GEO into four steps: audit → strategy → publish → monitor. Each step has clear deliverables for internal alignment. Audit produces a visibility baseline report; strategy produces content priorities and a knowledge map; publish produces structured pages and Schema markup; monitoring produces periodic citation comparisons and iteration recommendations.

Enterprises can start at any stage: with a solid content library, begin with audit plus structured publishing; with thin content, complete knowledge engineering and production first.

Audit is not informal "ask AI a few questions." It's a reproducible sampling method: select 15–30 core business queries, test across Doubao, DeepSeek, Yuanbao, and major domestic AI search, and record brand citations, competitor citations, source URLs, and answer summaries.

Results directly set content priorities: which topics competitors own, which lack authoritative answers, which existing pages AI retrieves but misattributes. Full methodology: "How to Run an AI Search Visibility Audit."

Content strategy follows real, verifiable, semantically clear principles: prioritize product descriptions, solutions, customer cases, and FAQs; avoid low-quality volume. Publishing requires Schema.org JSON-LD (Article, FAQPage, Service), clear H1–H3 hierarchy, internal linking, and continuous updates via Insights or similar channels.

See "Enterprise GEO Content Checklist" for materials and priorities. Key rule: each piece should independently answer one clear question, ready for AI excerpting.

Monitor with monthly query re-tests comparing citation rates and competitor dynamics. Roles: marketing/brand owns strategy and tone; product/tech owns accuracy; engineering/ops owns structured publishing and CMS integration. Typical timeline: audit 2–4 weeks, first content plus publish 6–12 weeks, monitoring ongoing.

Common pitfalls: treating GEO as one-time SEO, ignoring verifiability, updating only the homepage while neglecting FAQ/cases, and skipping monitoring so ROI can't be shown. Measurement details: "How to Measure GEO Performance."