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Field Note · The Lab

Your Non-Alcoholic Drinks Shelf Disagrees With Your Own Chemistry

A lime sparkling water and a chicory cold brew share two-thirds of their flavor chemistry, and sit three aisles apart. That gap is the basket you're not building.

June 26, 2026 · 3 min read · The Lab

Okay, so selling drinks can be uncomfortable. Shelves are organized in a way that actually goes against your customers' taste buds. That instinct, to go the traditional way, is quietly costing you money. Customers could be building bigger baskets, if you based things off of aroma and the compounds drinks share.

The proof is in that data, and anyone can check it. A lime sparkling water and a chicory cold brew are about as far apart as two drinks can get on a shelf. And they actually share 230 of their 346 flavor compounds. That's a 0.66 overlap. Two-thirds of their chemistry is shared. Almost nobody puts them together. The gap is molecularly close, but it's ignored by the supermarkets and by the mainstream cookbooks. And if you think about it, it's everywhere once you start looking. It has to be the single most fixable thing in your catalog.

Why is it happening? Grocery stores organize by category. Sparkling water, cold brew, spirits, kombucha, all in different aisles, all spread across the store. That makes it hard for customers to build a bigger basket, and that costs you money. It's tidy, a nice way to organize the store by category, but customers don't operate by category. Their taste buds operate on a different, maybe even more scientific level. They cut across categories. So the solution is to map your shelves and use your customers as that map. Your shelf and your customer's palate are two different maps, and every gap between them is a larger basket they could be building.

A few real pairings, off of compkitchen.com/compare:

  • Lime and chicory, 0.66 overlap, 230 of 346 compounds. Different aisles, but two-thirds the same chemistry, and almost nobody builds a recipe around them. That's a big white space.
  • Lime and fennel, a 0.69 overlap, so it's even higher than the last one. But lime and fennel are actually used in cookbooks. So it shows strong shared compounds can point to great pairings, great traditional ones.
  • Grapefruit and plum, 0.49 overlap. Close, but still mostly unpaired.

Lime and chicory, and lime and fennel, contrast the whole game. They are high overlap. Fennel in particular is high overlap and widely used. We can consider that pairing discovered. Chicory is high overlap and underused. There's the white space. There's the advantage. Molecularly sound, but commercially unclaimed. One is a pairing your customers expect, and the other is a recommendation only you can make to them.

So that's why I built this engine. It finds these on a real shelf. You pick a drink, a non-alcoholic drink to be specific, and it breaks the drink down to its flavor-driving components. It uses those components to rank everything by how much molecular overlap they share. It spreads across categories, not inside of them. Pick a lime sparkling water, and it surfaces a chicory cold brew three aisles over. And on top of that, it shows you the chemistry behind the match.

There are limitations. This works at an ingredient level, off of public labels. The finished carbonated liquid would need GC-MS to get an exact profile. And molecularly close is a discovery signal, not always a guarantee a customer will love it. It'll tell you where to look. The tasting decides. A screening layer, not a verdict.

And here is a sample of an NA shelf: compkitchen.com/demo/sample-shelf. If you sell non-alcoholic drinks and have a real catalog, this would be a great edge and a great addition. You don't need purchase history to run it, and you can get a great "customers also love" feature on your website. It works on chemistry from day one, which is exactly the data a recommender should use but often doesn't have. Smaller retailers get left behind without data or access to tools like this. So tell me what's on your shelf, and I'll run yours.

Powered by the CompKitchen engine. Every compound count and Jaccard above is publicly checkable at compkitchen.com/compare.

See it on a shelf

Watch it run on a sample shelf.

Pick any non-alcoholic drink and the engine reaches across aisles for its best matches, with the molecular reason attached. Every number is checkable on /compare.