Key takeaways
- Measure a defined sample.
- Improve evidence, clarity and access.
- Keep business outcomes in view.
Begin with a buying decision
A business can be mentioned without being a suitable recommendation. Define the question a buyer is trying to answer: finding a service, comparing alternatives or checking a constraint. That decision determines which information your site needs.
For example, a software buyer may care about integration support and data export. A page answering those questions gives the buyer something to evaluate, whether they arrive through search, an assistant or a colleague.
Build a small, repeatable baseline
Choose a fixed set of discovery, comparison and branded questions. Record the assistant, exact prompt, date, location settings, answer and sources. Run more than one observation before calling a result a trend. Keep original records so another person can inspect the finding.
Improve information you can substantiate
Check service descriptions, locations, contact details and product limitations. Publish examples from work you actually did, with permission where required. Add named contributors and sources when they help a reader assess a claim. Do not create fake reviews or artificial citations.
Keep the SEO foundations healthy
Google says its existing Search fundamentals remain relevant to AI features. Start by checking that important pages return readable HTML and working links. There is no special AI schema that guarantees inclusion.
Produce something the team can use
Create a short audit containing five buyer questions, original answers, three information gaps and an owner for each fix. Review progress alongside enquiries and conversion quality. A score without a defined sample or an actionable finding is not a complete strategy.
References and further reading
Primary documentation and product references. Practical checklists and worked examples above are editorial guidance, not claims about private ranking algorithms.