The Shape of LLM Awareness
We studied 1000 entities, across 17 LLM’s and Chabots using 5070 prompts,…
When Wikipedia Fails: Three “Known‑but‑Never‑Named” Case Studies (From a 17‑LLM Benchmark)
Most execs hear the same advice: “Get a Wikipedia page. Then AI…
The Wikipedia Multiplier (Inside the “Ignored” Bucket): Why Wikipedia Still Separates the “Known” From the “Barely Known”
AI has become a discovery channel. People ask chatbots who the “top…
The One Top‑25 Entity That Didn’t Need Wikipedia
A practical lesson in how AI “knows” your company even when Wikipedia…
The Ignored: Why LLMs Know You But Won’t Say Your Name
Executive summary (for busy leaders) Using our proprietary data from LLMtel.com, we…
The Cliff: Why Most Brands Barely Show Up in AI Answers
Most leadership teams now ask some version of this:“Are we showing up…