MIX/ML
ML-assisted bar intelligence platform.
IBA Cocktails
Browse the official IBA list and see what you can make right now with your current inventory.
What can I make? →Inventory
Your bottle collection, organized by spirit family. The ground truth for all recommendations.
View collection →Shopping Planner
Optimizer that finds the highest-value bottles to buy next, maximizing the new cocktails you can unlock.
Plan my next purchase →2D Flavor Map
UMAP projection of all 16 flavor dimensions into an interactive 2D scatter plot. Clusters reveal flavor families.
Explore flavor space →Flavor Heatmap
Hierarchical clustering matrix showing pairwise flavor similarity across the full inventory.
View similarity matrix →