Writing about how visibility in AI answers is actually measured. Every claim ships with the measurement behind it — including our own product.
10.08.2026
TAMGIO's discovery visibility is 0%. Our brand metric said 89% — then our own evidence layer showed only 3 of 27 answers actually knew who we are. Here's the full teardown, with raw answers.
02.08.2026
ChatGPT web search, Perplexity, Gemini grounded search, and Google AI Overviews show different brand results per prompt, so each surface needs separate measurement.
02.08.2026
An honest comparison of TAMGIO, Otterly.AI, Peec AI, Profound, and Semrush AI Toolkit — engine coverage, evidence depth, and pricing model compared for buyers.
