Skip to main content

Ketchup vs Beef: shared flavor compounds

43 of 453 flavor compounds are shared (Jaccard 0.09) — the molecular basis for whether Ketchup and Beef pair well or work as substitutes. Full side-by-side breakdown below.

1
2

Two ingredients gives the full side-by-side breakdown; add a third to see a similarity matrix across all of them (up to 6).

43
Shared
45
Ketchup reported
451
Beef reported
0.09
Jaccard
Thin evidence for this pair. We hold no distinguishing chemistry for ketchup: every compound on it appears in more than 10% of ingredients, so this score is computed over the background every food shares. Distinguishing compounds held — Ketchup: 0, Beef: 267. The graph median is 12.

“Reported” counts reflect the compounds characterized for each ingredient across the studies and databases we aggregate — a measure of coverage, not an exhaustive census. Different analyses target different compound classes and methods, so read these as what has been characterized, not the total number of molecules present. Jaccard measures shared coverage, so it rewards overlap rather than highlighting the ratio differences that distinguish two ingredients.

Why they pair: shared-compound network

12 of 43 shared shown

Each molecule in the middle is shared by both ingredients — the chemistry bridging Ketchup and Beef. Node color is chemical class and node size is perceptual potency (bigger = lower odor threshold, so it drives aroma at smaller amounts); a copper ring marks compounds flagged as key aromas in published GC-O studies. Zoom with the +/− buttons or a pinch, drag the background to pan, drag a node to pin it, click any molecule for its full profile.

Showing the 12 highest-impact of 43 shared compounds (key aromas first). Sign in for the full network, including the compounds unique to each ingredient.

Where they differ: aroma character

Profile distance 0.58

The Jaccard above measures overlap; this compares each ingredient’s aroma-family mix side by side — the wider the gap between the two bars, the more that family sets the ingredients apart. Ketchup reads left, Beef reads right.

44.2%
Other
9.0%
34.9%
Sour
15.0%
0.0%
Green
13.3%
2.3%
Fruity
15.2%
0.0%
Roasted
8.3%
0.0%
Woody
5.0%
2.3%
Sulfurous
6.4%
0.0%
Dairy
3.6%
0.0%
Caramel
3.1%
7.0%
Floral
9.8%
Ketchup ◀ ▶ Beef

Shares are fractions of each ingredient’s labeled compounds (43 of 45 for Ketchup, 420 of 451 for Beef) — compositional lean, not concentration. Aroma labels come from our compound enrichment and cover most, but not all, characterized molecules.

Pro names the molecules behind each difference — the specific compounds in each aroma family that one ingredient has and the other doesn’t. Sign in to see them.

Published recipes using both

1 found

Real dishes from our 610K+ curated recipe corpus that combine ketchup and beef — proof the pairing works in practice.

Shared compounds

43 of 453 total

These are the molecules both ingredients have in common — the chemistry behind why they pair. Grouped by chemical class; ★ marks compounds flagged as key aromas in published GC-O studies. Click any molecule for its identifiers (CAS, formula, PubChem CID), odor data, and every ingredient it’s found in.

Most perceptually potent shared compounds

20 of 43 shared are aroma compounds with a measured threshold

Odor threshold is the concentration at which a molecule becomes smellable — lower = more potent. These clear their threshold most easily, so they drive the shared aroma out of proportion to the raw shared count.

Showing the 6 most potent of 20 with measured thresholds. Sign in for the full ranked list.

Showing the 5 highest-impact of 43 shared compounds (key aromas first) — sign in for the full list, grouped by chemical class with key-aroma markers.

See 2 ketchup-only and 408 beef-only compounds with Pro

Side-by-side ingredient comparison — including the unique compounds in each ingredient — is a Pro feature.

Try the pairing tools for full recipe-aware scoring, or explore ketchup's profile.

Cite this analysis
Plain text
Compound Kitchen (2026). Compound similarity analysis: Ketchup vs Beef. https://compkitchen.com/compare?a=ketchup&b=beef. Accessed 2026-09-29.
BibTeX
@misc{compkitchen_compare_compound_similarity_analysis_ketchup_vs_beef_2026,
  title  = {Compound similarity analysis: Ketchup vs Beef},
  author = {{Compound Kitchen}},
  year   = {2026},
  url    = {https://compkitchen.com/compare?a=ketchup&b=beef},
  note   = {Accessed: 2026-09-29}
}

Methodology DOI: 10.5281/zenodo.19719459 · CC BY 4.0 · Citations are a request, not a requirement.