The Panel

The Panel

The dog-food ingredient map

See what dog food
is really made of.

The Panel turns 2,776 ingredient lists and 2,259 label panels into market intelligence: which claims hold up, which formula systems brands repeat, and who else is running them.

Beet88 recipes, 40% Kibble
2,776
Real recipes
2,259
Label panels
408
Brands
1,212
Mapped ingredients
14
Clusters
5
Formats
01The idea

An ingredient list is a strategy document.

One panel is a recipe. 2,776 of them together surface the operating choices: what is table stakes, what actually differentiates, which systems repeat, and which supposed competitors are built nothing alike.

The Panel places every ingredient by real co-use, then lets you light up a brand, a recipe, a format, or a formulation neighborhood against the whole captured market.

The bag makes the claim.
The panel leaves the evidence.
Ingredient panelas printed on the bag
Ingredients: Chicken, Chicken Meal, Brown Rice, Oat Groats, Pea Protein, Chicken Fat, Flaxseed, Natural Flavor, Salt, Dried Chicory Root, Cranberries, Choline Chloride, Vitamin E Supplement, Zinc Proteinate, Rosemary Extract…
One bird, three ingredients. The map gives each its own point, placed by its own companions.
1 of 2,776 recipesevery ingredient → a point on the map
02By brand

The bag tells you a recipe. The footprint tells you the strategy.

Pick any of the 408 brands and the ingredients from its mapped recipes light up across the map at once. ORIJEN's span 129 of the 1,212 points — enough to read where it concentrates, what it leans on, and which recipe sits apart from the rest.

Click a single recipe to isolate just what's in it, and read its guaranteed analysis beside the panel — protein, fat, fiber and moisture as the label prints them, plus the dry-matter protein that makes one recipe comparable to another. 2,259 recipes across 393 brands carry those numbers. The more of a brand's line we've mapped, the fuller the picture, and the dataset keeps growing.

The footprint doesn't posture.
ORIJEN · brand footprint
0
of 1,212 mapped
03The claim audit

A can at 8% and a bag at 36% hold the same protein.

Guaranteed analysis is printed as fed, water included. A canned food is mostly water. A freeze-dried food has had nearly all of it taken out. So the shelf shows a 4.5× gap between them. Take the water out of both and they land in the same place, 40.9% against 40.9%, across 422 and 213 products.

Inside kibble the number stops separating anything. 70% of 1,348 kibbles sit within five points of 29% dry-matter protein. The most crowded shelf in the category, competing hardest on a figure most of them share.

So the number on the front tells you how the food was preserved, not how much protein is in it. Convert both to a dry basis and the comparison is real. One line of arithmetic, and almost nothing on a shelf does it for you.

The Panel does it for every recipe it holds. 2,259 of them carry their label numbers, converted, next to the ingredient list they came with.

Water is not an ingredient you can taste,
but it is most of what you are comparing.
Guaranteed analysisas printed
Canned
8%
protein, as fed
80% water
Freeze-dried
36%
protein, as fed
9% water
take the water out
40.9%
protein, dry matter
40.9%
protein, dry matter
The same food. The label was reporting the water.
04What it shows

It works from the ingredient up, or the market down.

Click any ingredient to see how it's actually used — its role, how many recipes it appears in, which formats it skews toward, and the ingredients most often used alongside it. That last list is a shortlist by real co-use, not chemistry. What you do with it is your call.

Ingredient detail
DuckProtein
In 113 of 2,776 recipes
Kibble53%
Canned/Wet26%
FD / AD14%
Raw6%
Most similar ingredients
Similar usage patterns — not a guarantee they're swappable.
Quail.90
Pork.89
Dandelion Greens.89
Turkey.89
Ranked by co-use, not chemistry — whatever runs in duck's recipes ranks, whether it's another bird or a chia seed. The map reports what formulators actually do, not what belongs together on paper.
Leaderboard — distinctive by format
"Distinctive" = the share of an ingredient's use concentrated in that format. Real values from the current dataset.
05Not ready?

Get the free report.

"What's in the Bag" shows how to audit a hero ingredient, find a brand's repeatable formula system, spot cross-brand formula fingerprints, read what a kibble line carries that the rest of the range does not, and compare two protein numbers that are not comparable as printed. No login required. The live, searchable map stays part of Pro.

The Panel
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