RecoLane · Method note · 11 October 2026

What an AI search optimization project can deliver

Agree on the scope first

An AI search visibility project should identify the questions, platforms, languages and pages being checked. The project should explain what is outside its scope. Different businesses need different work.

Preserve the starting point

Keep dated original answers and citation links rather than a single selected screenshot. Confirm whether a claim is a model observation, a product fact supplied by the business or a technical website finding.

Deliver concrete website work

A useful deliverable is a reviewed information list and agreed page changes. The aim is to make product facts easier for visitors and search systems to find and verify. Do not invent reviews, partnerships or performance figures.

Treat answer changes as observations

A later check can document whether answers changed. It cannot by itself establish that the project caused a sales increase. Website delivery and model behavior should have separate acceptance criteria.

Use ordinary search fundamentals

Google says its AI search features do not require special AI files or a unique schema type. Crawl access, discoverable links, useful text and reliable content remain relevant. These requirements do not guarantee indexing or inclusion.

Reference: Google Search Central: AI features and your website. This is a method guide, not a client outcome or a performance guarantee.