AI VisibilityInsights
Most companies spend considerable resources trying to understand what their customers are searching for. They invest in keyword research, competitive intelligence, content platforms, and increasingly sophisticated...
AI Visibility
No major AI discovery platform currently exposes a complete query stream comparable to traditional search-query reporting, so the “prompts your buyers use” in AI visibility reports...
Break one: visible to the wrong audience Traffic and mentions can grow around broad educational demand while the organization’s commercial audience remains absent. The remedy is...
Citation creates an opportunity to be considered An AI citation may expose the organization at a relevant moment and transfer some authority from the cited source....
Amplification is not validation AI answers can summarize and repeat information. Their inclusion of a claim does not establish that the claim is clinically sound, legally...
Claimed expertise is not yet authority A website can call a physician leading, a platform innovative or a treatment advanced. Those descriptions remain self-assertions until the...
Citation is an outcome, not a markup setting Structured data can help systems understand entities and page attributes, but it does not create authority by itself....
The MedTech AI Visibility Index 2026 measures how consistently seventy-five medical device, diagnostics and health tech companies are named and cited when clinicians and commercial buyers...
Open ChatGPT and ask it who your company is. Then ask Perplexity the same question. If the two answers differ in any material way, you do...
Your KOL contract buys podium time, advisory hours, and a name on a paper. It does not buy citations, and citations are now what your buyer...
