AI-generated visibility summary
AI visibility summary for Vanilla Zulu
Vanilla Zulu demonstrates strong AI visibility overall, with a composite score of 94.5, driven by a mention rate of 88.9% and a citation rate of 88.9% across nine prompt-engine combinations. Performance is perfect on ChatGPT and Google Search (100% mention and citation rates), but notably weaker on Google AI Overview, where the mention rate drops to 66.7%. Competitor pressure is moderate but present: Goldenpig and Tayakitchen each achieve 44.4% mention rates, while Classbento, despite a lower mention rate (33.3%), garners the highest citation count among all cited domains (41 citations), surpassing Vanilla Zulu’s 33. This suggests competitors are visible but less consistently cited. Citation gaps appear in discovery-intent prompts, such as the Thai cuisine query, where Vanilla Zulu was mentioned and cited in only two of three engines. A practical implication is that while Vanilla Zulu leads in consensus and raw scores, its weaker Google AI Overview performance and reliance on fewer citations than Classbento indicate an opportunity to strengthen content alignment with AI Overview’s summarization patterns to close the gap and defend against citation displacement.
