The full build breakdown
Do listicles reach buyers or just tool shoppers?
PlannedA test of whether list-style pages bring visibility and clicks from the people who buy, not only from people comparing software.
What you can learn
When a list format earns visibility, who it actually reaches, and whether that visibility turns into clicks or AI citations.
What actually exists
The existing AI visibility tools list earned 6,131 Google impressions and 2 clicks in 90 days, at an average position of 8.2. Planned output: one buyer-facing list and a matched non-list page on the same topic.
Evidence, with limitsThe existing page's numbers cover 16 Jul to 16 Oct 2026 from Search Console. Many of those impressions likely come from tool shoppers and automated tracking prompts, so they are not evidence of reaching buyers.
The next decision
Pick the topic, the control page, and the 8-week measurement window before publishing.