About NeverRanked.

NeverRanked is a small research engagement. We measure what AI answer engines actually cite when someone asks about a brand, a competitor, or a category. The output is a forensic memo, not a dashboard, and a prepped punch list for the team executing the work. We do not make the changes ourselves.

What we measure

Seven AI surfaces, every day. Five citation-grade engines that search the live web (Perplexity, ChatGPT search, Gemini grounded, Microsoft Copilot via Bing, Google AI Overviews). Two model-knowledge engines that answer from training data alone (Claude, Gemma). Both layers measure different failure modes a brand can have. We track all seven across every category we run.

The boundary

We diagnose and we hand the executing team a clear set of moves. We do not write content, deploy schema, edit websites, or do any of the labor that converts a finding into a result. That separation is the position. Vendors who promise measurement and execution end up doing neither well, and the buyer never knows which lever produced the result.

Who is Lance

Lance Roylo, based in Hawaii. NeverRanked is founder-led, profitable on its first paying customer by design, and small on purpose. Direct: lance@neverranked.com.