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Questions
What changed after you added original data to a comparison page?
Share the before-and-after AI answers, what you published, and how long the change took to show up.
Start this discussion Field notesA repeatable way to audit the sources an AI answer trusts
Map citations by source type, separate mentions from recommendations, then look for the smallest evidence gap.
Start this discussion ResearchDo ChatGPT and Gemini reward the same proof signals?
Compare one buyer question across engines without flattening it into a single visibility score.
Start this discussion ShowcaseWe replaced a vague feature claim with verifiable proof
Document the page change, the source that began citing it, and the recommendation that moved afterward.
Start this discussion Field notesThe buyer questions worth tracking are rarely your keywords
Start with the decision a buyer is making, then capture the constraints and alternatives inside the prompt.
Start this discussion QuestionsHow do you explain AI visibility to a skeptical leadership team?
What evidence made the risk concrete without overselling attribution or pretending AI answers are stable?
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