Make the entity unambiguous
The list below breaks this down into the parts that matter most. Read through each one and note anything that applies to your own setup.
- Use one consistent business name, description and URL.
- Create clear About, service and contact information.
- Connect people, products and organisations with internal links.
- Use appropriate Organization, WebSite, Article and BreadcrumbList schema.
- Cite primary sources for important factual claims.
Build citation-ready pages
Lead each section with a direct answer, then add the detail that supports it. Use descriptive headings, short definitions and examples that can stand alone when extracted from the rest of the page.
- Choose one question with real user intent.
- Answer it in the opening paragraph.
- Add practical steps, constraints and examples.
- Link to the relevant commercial service and deeper guides.
- Review claims for accuracy and refresh the page when facts change.
AI search optimisation is not keyword stuffing for a chatbot. It is clear, well-supported information architecture that helps both people and machines.
An entity consistency checklist
Before making changes, work through the points below. Each one covers a different part of the picture, so treat them as a set rather than picking favourites.
- Business name spelled identically on the site, schema, socials and directories.
- One canonical description of what the business does, reused rather than rewritten each time.
- Author names linked to a bio page with genuine credentials.
- Physical address, phone number and email matching across every listing.
- Product and service names used consistently rather than swapped for synonyms.
Warning signs the entity is confused
A few moving parts are involved here. The points below cover each of them, so you can see the full scope before deciding where to start.
- Different pages describe the business with contradictory positioning or category.
- Schema markup references a name or URL that no longer matches the live page.
- Search Console shows the brand name ranking for a mix of unrelated entities.
- Directory listings show an old address, phone number or defunct product name.