Key takeaways

  • Identify the product and mode.
  • Keep the buyer task consistent.
  • Do not merge unlike metrics.

Name the exact experience

Google AI Overviews and AI Mode are Search features. Gemini is also a product name in other contexts. Label the product and mode in each record rather than merging them into one name.

Use the same buyer task

Keep category, location and constraints comparable. Save the wording and date. If a feature does not appear, log that outcome rather than substituting a positive answer from another product.

Evaluate usefulness

Check whether an answer addresses the constraint, names suitable options and provides sources the reader can inspect. Read those sources for outdated facts and mismatched service areas. Length is not a measure of accuracy.

Keep metrics distinct

A Search click and a brand mention in a Perplexity answer are different observations. Keep reports identifiable, then discuss them together around the buying decision. An unexplained combined rank hides those differences.

Improve the underlying information

When multiple experiences expose the same missing information, improve the page. When answers differ, document the variation instead of inventing a platform-specific ranking rule. Recheck official guidance before altering crawl access.

References and further reading

Primary documentation and product references. Practical checklists and worked examples above are editorial guidance, not claims about private ranking algorithms.