The full build breakdown

Do honest competitor pages earn AI citations?

Planned

A test of whether fair, specific comparison pages get a challenger cited when buyers ask AI to compare options.

What you can learn

How AI answers choose sources for comparison and alternatives questions, and whether a fair page from a smaller company can become one of them.

What actually exists

Planned output: 2 to 3 comparison or alternatives pages for competitors already in the competitor tracker, each tied to one tracked buyer prompt. Nothing has been published for this test yet.

Evidence, with limitsThis is a plan. The measures will be whether these pages are cited for the matching tracked prompts, and their Search Console impressions, over 6 to 8 weeks. No result is claimed.

The next decision

Choose the competitors and freeze the matching prompts before writing a page.

Read the public source article ↗Explore the other builds →

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