What one live test can and cannot tell you
What it can tell you: whether one major AI model, searching the web today, names your business for the kind of questions customers ask — and what it says when asked directly about you. Seeing the actual answers, with the sources the model cited, is far more informative than any invented "AI score".
What it cannot tell you: how every assistant answers, how answers vary across phrasings and days, or whether a mention converts into customers. AI answers are probabilistic — the same prompt can produce different answers an hour later. That is why this is three prompts against one provider, labelled as a snapshot: proper measurement means running a bank of prompts across providers on a schedule and watching the trend, which is what our paid monitoring does.