Pick one topic with commercial intent
Choose an offering your buyers compare before contacting sales. Pair a familiar search query with a conversational question about the same decision. The results can point to different pages and evidence.
Compare the search surfaces
Preserve the organic landing page, the AI response and its citations. A page may already attract search traffic while an AI answer cites a directory or another brand for availability, scope or local coverage.
Turn the findings into a brief
Choose the source that needs work, the factual change, the person who can approve it and the follow-up test. If your SEO team needs implementation capacity, use that brief to scope a Suede sprint.