When shoppers ask AI for the best coffee in Canada, Prototype Coffee is named in only a fraction of answers while The Roasters Pack wins the recommendation. That gap is fixable.
Prototype Coffee currently holds an AI Visibility Score of 0/100 — rank #20 among the Canada coffee brands we track, which we read as “invisible”. The AIs rarely surface Prototype Coffee when shoppers ask for a coffee recommendation. In the latest scan, The Roasters Pack took the largest share of answers (20%).
Not really. Prototype Coffee scores 0/100 for AI visibility (invisible), based on how frequently ChatGPT, Claude, Gemini and Perplexity name it when shoppers ask for the best coffee in Canada. In the latest scan, The Roasters Pack was recommended most.
Prototype Coffee is nearly invisible to the AIs, so the fixes are foundational: plain-language descriptions of what you sell, FAQ and comparison pages that answer buyer questions, valid structured data, and third-party coverage the engines can cite. These are content and data improvements, not keyword tricks — as those signals improve, the AI Visibility Score tends to follow.
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