A response to Ethan Haley's Untappd-as-a-recommender analysis and NYC Data Science's Ninkasi project. Three walls rating-based recommenders hit — cold start, popularity bias, geography-blindness — and how PINtDEXTER layers Sip-or-Skip, Head-to-Head and venue-aware scoring to answer the different question a drinker is actually asking.