Visibility in ChatGPT, Gemini, Perplexity, YandexGPT: first-party Information Gain (cases, metrics, dates in body text), query fan-out via topic hubs instead of single-keyword pages, and quarterly Share of Voice runs (Sentiment, Accuracy). Mitigate ghost citations — domain listed as a source but brand name missing from the answer.