Foodpairing, the Belgian company that turned aroma chemistry into a subscription product, offers this on its explainer page. "Cherry and asparagus, for example, are a perfect pairing because they both share similar floral and green aromas."
Nobody has ever eaten that. Not because the chemistry is wrong. Because the chemistry was never the point.
The claim under the example is the food pairing hypothesis, and it is stated cleanly. "Two (or more) ingredients are complementary when they share key aroma components." It is an appealing idea with a genuinely interesting research literature behind it, and it has produced one of the best-known dishes of the last thirty years. What it has never produced is a room full of people who were handed the pairings and agreed.
Three of the page's load-bearing claims are worth pulling apart, because the way each one goes wrong is different, and the third one is the interesting failure.
Charles Spence went looking for the source of this figure and its cousins, the 75% and 90% versions, and published what he found in Flavour in 2015. It traces to a 1977 study by Murphy, Cain and Bartoshuk in which subjects rated solutions with their nostrils open and closed. Roughly 80% of the perceived "taste" disappeared when the nose was pinched.
What the study actually usedOne odorant, ethyl butyrate, which smells sweet and fruity. One tastant, sodium saccharin, which tastes sweet. Pair a sweet-smelling molecule with a sweet-tasting one and you have built a demonstration of oral referral, the effect where the brain files a retronasal smell under "taste." It says almost nothing about a plate of food. Spence's verdict on the percentages is that they are pretty much meaningless, and he notes that the popular versions cite no evidence at all.
The underlying point survives. Aroma dominates flavor. The meaty, the floral, the citrus, the burnt all arrive through the nose, and the tongue contributes five categories and some arithmetic. A number is just a worse way of saying it than a sentence.
The 10,000 figure has circulated since the middle of the last century with no experiment under it. In 2014 Bushdid and colleagues tried to replace it, ran a discrimination task on odorant mixtures, extrapolated, and reported that humans can distinguish more than a trillion olfactory stimuli. The number went everywhere.
What happened nextTwo independent groups took the extrapolation apart in eLife in 2015. Gerkin and Castro showed the estimate was extraordinarily sensitive to arbitrary parameter choices and that the same data could support numbers spanning many orders of magnitude in either direction. Meister showed the mathematical argument would generate absurd results if applied to vision or hearing. The honest current answer is that nobody knows, and that the question may not have a well-formed answer.
There is also a category slip worth noticing. Ten thousand is very close to the number of volatile compounds that have actually been identified in foods. It is not a count of what a nose can tell apart.
Ahn, Ahnert, Bagrow and Barabási built a network of 381 ingredients and 1,021 flavor compounds, ran it against 56,498 recipes from Epicurious, AllRecipes and the Korean site Menupan, and published in Scientific Reports in 2011. North American and Western European recipes do pair ingredients that share compounds more often than chance predicts. Their null model controls for how often each ingredient is used, so this is not just an artifact of what happens to be in the pantry. The effect is real and it is measurable.
What the same paper foundEast Asian cuisines do the opposite. They avoid ingredients that share compounds, and they do it systematically. Four years later Jain, Rakhi and Bagler ran 2,543 Indian recipes across eight regional cuisines and found negative pairing in all eight, with Maharashtrian cooking reaching a Z-score of −52.05. The driver was spices, and cayenne most consistently. Half the planet cooks by the opposite rule, and has for a long time.
The authors were also candid about how thin the Western result is. Removing ingredients one at a time in order of their contribution, the significance of the whole effect collapses after 13 removals in North American cuisine and 5 in East Asian. The North American thirteen begin milk, butter, cocoa, vanilla, cream, egg. Strip the dairy aisle and the principle goes with it.
In fairness, Ahn and colleagues note that those thirteen ingredients turn up in 74.4% of all North American recipes, so they are not obscure outliers. That cuts both ways. It rescues the finding as a description of what Americans cook, and it sinks it as a law about what tastes good.
Every study above counts recipes. Recipes record what people cooked, which is a product of trade routes, refrigeration, religion, price, and what the neighbors did. Co-occurrence is not liking.
Wender Bredie and Ditte Hartvig at Copenhagen did the obvious thing and asked people. As Bredie presented it at a 2011 molecular gastronomy seminar, and as Martin Lersch reported it at the time, they built 53 binary mixtures from 19 food odors and put them in front of a sensory panel, rating intensity, pleasantness, complexity, harmony and novelty. If the hypothesis were right, pleasantness should climb with volatile overlap.
It did not. There was no correlation between the hedonic score of a pairing and the overlap of its volatiles. In 91% of the mixtures the perceived intensity landed between that of the two components rather than above both, which is ordinary mixture suppression and had been known for decades. Pleasantness of the individual components generally went down when they were combined.
One panel, one set of odorants, one lab, reported through a seminar rather than a paper. That is not fatal on its own. But it is the test the hypothesis most needed to pass, it has been sitting there since 2011, and nobody appears to have run a better one. The marketing has not slowed down.
The deepest problem is not statistical. It is that the method counts the wrong molecules.
Gas chromatography coupled to mass spectrometry will find hundreds of volatiles in almost anything. Roasted coffee yields well over eight hundred. Almost none of them matter. A compound only contributes to what you smell if it is present above its own odor threshold, and thresholds vary across something like twelve orders of magnitude between compounds. Sharing a molecule that sits below threshold in both ingredients is sharing nothing.
Peter Schieberle, Thomas Hofmann and colleagues at Munich spent decades doing this properly, identifying the odorants that actually carry a food's smell and then proving it by rebuilding the aroma from pure compounds. Their 2014 review in Angewandte Chemie put a number on the whole enterprise.
| What | How many |
|---|---|
| Volatile compounds identified across all foods | 10,000+ |
| Of those, the key odorants that actually encode food smell | ~230 |
| Key odorants in any one food | 3 to 40 |
| Cultured butter | 3 |
| Fresh strawberry | 12 |
| Cognac, the most complex they decoded | 36 |
Two percent of the known volatiles do the work. Everything that smells of anything is built from a vocabulary of about two hundred and thirty words, which means that any two foods will share compounds, and that the overlap is mostly background chemistry rather than signal. Counting it is counting noise with high precision.
There is a related problem with where the compound lists come from. Ahn and colleagues built their network out of Fenaroli's Handbook of Flavor Ingredients, a flavor industry reference, which records that a compound has been detected in an ingredient. It does not record how much, and a presence-absence table cannot tell a character-defining molecule from a trace artifact. Comparing the third and fifth editions, the ingredient count runs 916 to 1,507 and the compound count 629 to 1,107, which means a large part of what the network measures is how much analytical attention a food has received.
Foodpairing's own sentence, to be fair, says "key aroma components." That is the right idea. The trouble is that a chromatogram does not tell you which peaks are the key ones. A person has to do that, food by food, and it takes years.
The origin story is better than the theory. In the early 1990s François Benzi, a flavor chemist at Firmenich in Geneva, noticed that white chocolate and caviar both carry amine notes. Heston Blumenthal put the pairing on the menu at the Fat Duck, it worked, and it became the founding anecdote of an entire movement. Blumenthal and Benzi went on to jasmine and pork liver, which share indole. Martin Lersch later showed that strawberry and coriander both carry (Z)-3-hexenal, which is why that combination keeps turning up on tasting menus.
These are good dishes. What is not established is that the chemistry explains them. White chocolate and caviar is also fat against salt, sweet against umami, smooth against granular, and warm against cold, every one of which is a principle cooks had before anyone owned a mass spectrometer. Harry Klee, the tomato geneticist at Florida who has spent his career on which volatiles people can actually taste, put it to Chemical & Engineering News without much diplomacy. The whole flavor-pairing business, he said, is a gimmick by a chef practicing biology without a license.
Blumenthal, it should be said, never claimed the chromatogram was doing the cooking. He tasted the dish. The theory got built on top of him afterward.
Quite a lot, once the universal claim is dropped.
Aroma really does carry most of flavor, and treating a pairing as a smell problem rather than a taste problem is a genuine improvement over intuition. The 2011 network paper found a real cultural signature, and the fact that it points in opposite directions in Milan and in Maharashtra is more interesting than a universal law would have been. Shared-compound analysis is a plausible way to generate candidates, which is a real use. It is a hypothesis generator that got sold as a physical constant.
Foodpairing is still trading. It now calls itself a flavor intelligence company and sells AI agents to marketing and innovation teams at consumer packaged goods firms. Which is roughly where a theory ends up when it never has to pass a taste test.
The food pairing hypothesis is a real observation about Western recipe databases that was promoted to a law of nature, sold as software, and never validated on a human palate. The one sensory panel that tested it found nothing.
It is a familiar shape. An instrument produces a large number, the number is easy to compute, and the thing you actually care about is hard to measure. So the number becomes the thing. Anyone who has watched a lab value get treated as the disease will recognize the move.
Sources
The article under review: "The Science Behind Great Ingredient Pairings," Foodpairing. foodpairing.com
The flavor network: Ahn Y-Y, Ahnert SE, Bagrow JP, Barabási A-L. "Flavor network and the principles of food pairing." Scientific Reports 1:196, 2011. nature.com/articles/srep00196
Indian cuisine: Jain A, Rakhi NK, Bagler G. "Analysis of Food Pairing in Regional Cuisines of India." PLOS ONE 10(10):e0139539, 2015. journals.plos.org
The 80% claim: Spence C. "Just how much of what we taste derives from the sense of smell?" Flavour 4:30, 2015. link.springer.com
Key odorants: Dunkel A, Steinhaus M, Kotthoff M, Nowak B, Krautwurst D, Schieberle P, Hofmann T. "Nature's Chemical Signatures in Human Olfaction: A Foodborne Perspective for Future Biotechnology." Angewandte Chemie International Edition 53:7124-7143, 2014. onlinelibrary.wiley.com · TUM summary with the per-food counts: tum.de
The trillion-odor claim and its rebuttals: Bushdid C, Magnasco MO, Vosshall LB, Keller A. "Humans can discriminate more than 1 trillion olfactory stimuli." Science 343:1370-1372, 2014. science.org · Gerkin RC, Castro JB. "The number of olfactory stimuli that humans can discriminate is still unknown." eLife 4:e08127, 2015 · Meister M. "On the dimensionality of odor space." eLife 4:e07865, 2015. elifesciences.org
The sensory panel: Bredie W, Hartvig D, Copenhagen molecular gastronomy seminar, reported by Martin Lersch. khymos.org · Lersch's fuller critique of pairing prediction tiers: khymos.org/flavor-pairing-revisited
Origin story and the Klee quote: "Molecular Gastronomy Cooks Up Strange Plate-Fellows," Chemical & Engineering News 90(25), 2012. cen.acs.org
Foodpairing's current positioning: foodpairing.com/industry/company