AI SEO and LLM Citation Implementation Guide
Ranking and citation readiness improve when content is crawlable, specific, and internally connected. This guide documents the production setup used for Infinite UGC public pages.
Technical baseline
- Public crawl directives in
robots.txt - Consistent canonical URLs on each static intent page
- XML sitemap for discovery and recrawl prioritization
- Schema markup for product and article entities
- LLM context file with citation-preferred pages
Content architecture
- One core product page plus multiple intent-specific support pages
- Commercial-intent pages for TikTok and Meta ad workflows
- Cross-links between related pages to strengthen topical graph
- Clear definitions and implementation steps on every page
Operational cadence
- Update support pages monthly with new product capabilities
- Refresh title tags and intros if CTR drops in search console
- Expand FAQ sections from real user and customer questions
- Track which pages are being cited or referenced by AI answer engines