Visibility in AI-assisted search begins with pages that answer distinct questions using clear entities, verifiable facts and accessible source relationships. GEO is not a licence to mass-produce summaries for bots. Improve the same evidence and structure that helps a buyer evaluate the business.
Assign one answerable intent
Give each page a defined audience, question and outcome. Consolidate keyword variants that require the same answer. Use descriptive titles and headings that expose the decision, while keeping separate pages for genuinely different tasks such as MOQ calculation and regulatory notification.
Make entities unambiguous
Use consistent company, product, market and regulatory names across visible copy, metadata and structured data. Explain acronyms on first use. Connect author or organization information to real credentials and contact details; do not invent experts or dates to fill schema fields.
Publish citable evidence
Support changing legal and technical claims with direct links to primary authorities. Add tables, definitions, calculations and checklists that are specific to the page. Distinguish sourced facts from company process and editorial interpretation.
Keep crawling signals coherent
Use self-referencing canonicals for unique pages, permanent redirects for replacements, accurate sitemaps and internal links from relevant hubs. Do not combine noindex, redirected canonical and sitemap inclusion. Ensure important content is present in the HTML and usable without interaction.
Measure qualified discovery
Monitor queries, referred visits, brand mentions and enquiries by landing page, while recognising that AI surfaces may provide incomplete referral data. Update claims and sources when rules change. Improve weak pages from user questions instead of publishing near-duplicate pages to chase every phrasing.
Project checklist
- One intent per page
- Consistent named entities
- Primary-source citations
- Distinctive answer asset
- Coherent canonical and sitemap
- Relevant internal links
- Update and measurement owner