PetLabelIQ
Consumer Intelligence · Dog Nutrition
A New Kind of Label Reader

What if the
bag told
the truth?

Every dog food bag sounds convincing. "High protein." "Natural." "Real meat first." PetLabelIQ helps you look past the claims and understand what the label is actually telling you.

Search Your Dog's Food Free · No account required · Beta access
How it works
01
Search a food
Find any dog food in our database by brand or product name.
02
See the score
A composite score and three sub-scores show you what the label is really saying.
03
Review the claims
Understand what "high protein" and "real meat first" actually mean for this specific formula.
04
Ask better questions
Go to your vet, your retailer, or the brand with something more useful than the front of the bag.
Tool Preview
One screen.
The full picture.

Search any food and see a composite score, an alignment band, and three sub-scores — each tagged with a confidence level. Verified means the score is anchored to data the brand has published. Estimated means the methodology is reading from a complete label. Limited means there are gaps worth knowing before you decide.

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Freeze-dried · Adult · Chicken & Organ
83
Composite score
Good Alignment
Ingredient Quality 40%
Estimated 79
Digestibility 30%
Verified 91
Protein Quality 30%
Estimated 74
Verified — anchored to published brand data  ·  Estimated — standard label inference

Marketing is not a nutrition label.

Dog owners are asked to make real nutrition decisions from front-of-bag claims. But "high protein" does not tell you protein quality. "Real meat first" does not tell you what dominates the formula after processing. "Premium" may not tell you anything specific.

PetLabelIQ was built to translate the label behind the marketing. It does not tell you what to feed. It helps you understand what you are looking at.

Some claims are meaningful. Some are mostly shelf language. PetLabelIQ helps you tell the difference.

"Curious what your dog's food looks like when the marketing is stripped away?"
PetLabelIQ — Core Purpose

Six questions the bag never answers on its own.

Every score reflects how well a formula performs against these principles — not regulatory minimums, not marketing conventions.

Is the protein named and animal-based — or is it filling a number?
Are organ meats doing real nutritional work — or is the formula leaning on synthetics?
Is the formula overloaded with starch that crowds out the ingredients that matter?
Does protein quality hold up beyond the percentage on the label?
Is the ingredient list purposeful — or long because the base is weak?
Does the brand publish the data behind its claims — or leave the claim unsupported?

The words on the bag
are not the whole story.

PetLabelIQ does not just read the claim. It asks what the claim depends on.

The bag says
What to actually ask
"Real meat first."
First by weight before processing — which changes substantially once moisture is removed. What are ingredients two through five?
"High protein."
The percentage measures nitrogen, not usable protein. The source matters as much as the number — and can be inflated by plant proteins or generic meal.
"Premium ingredients."
No regulatory definition. Any brand can use this phrase on any product at any price point. The ingredient panel is where the real evaluation starts.
"Vet formulated."
Not the same as a board-certified veterinary nutritionist named on staff. Who formulated it? Are they credentialed — and are they named?
"Natural."
Has a regulatory definition — but synthetic vitamins and minerals are permitted alongside it. Look for the supplement tail at the end of the ingredient list.
"Complete and balanced."
Confirms the food meets regulatory minimums to be sold. That is the entry requirement for every dog food on the shelf — not a mark of quality above it.

Every brand scored by the same framework. Including ours.

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How the scoring works.

PetLabelIQ scores foods across three areas: what is in the formula, how usable the nutrition appears to be, and whether protein quality is supported by better evidence than a crude percentage alone. Every product starts at zero and earns its number.

40%

Ingredient Quality

Named whole-meat and organ proteins. Whole-food nutrient sources. Low carbohydrate load. Clean fat sourcing. A safety profile free of synthetic colorants and unnecessary preservatives. An ingredient count that signals discipline, not patching.

30%

Digestibility

How likely the food is to deliver usable nutrition — not just macros on paper. Scored from processing format, protein prominence, starch dilution, and fiber load. Anchored to manufacturer-published digestibility data when it exists; estimated from label signals when it doesn't.

30%

Protein Quality

Protein is only as good as what it delivers at the amino acid level. We score completeness — not just the percentage. When a brand has published amino acid data, we use it. When they haven't, we estimate from ingredient sourcing and flag the gap.

Six bands. No curves.

Scores run 0 to 100. Here is what they mean — and what they don't.

85+
Strong Alignment
Named whole meats and organ meats prominent. Whole-food sources supplying vitamins and minerals. Clean preservation. These formulas do the nutritional work through ingredients — not a synthetic tail.
70–84
Good Alignment
Strong animal protein sourcing and a clean safety profile. May include moderate synthetic supplementation or carbohydrate load — tradeoffs that don't undercut the foundation.
50–69
Moderate Alignment
Named protein sources present. May include fractionated plant proteins, a standard synthetic mineral stack, or moderate starch load. Functional — not especially compelling by our criteria.
30–49
Lower Alignment
Lower alignment across several criteria. Budget or therapeutic context may make this appropriate — but the tradeoffs are worth reviewing with your veterinarian before defaulting to price.
15–29
Significant Tradeoffs
Generic protein sources, elevated carbohydrate load, synthetic preservatives, or artificial colorants. Dogs are dichromatic — colorants exist for the owner on the shelf, not for the animal in the bowl.
0–14
Does Not Align
Does not align with our criteria across multiple dimensions. Meets regulatory minimums to be sold — the floor, not an endorsement.

Formula quality and brand
transparency are different things.

Some brands publish the data behind their claims. Some do not. A company can have a decent formula and release almost nothing to substantiate it. Another may publish digestibility data, amino acid panels, sourcing details, and manufacturing location.

We score both signals independently — so you can see what the product appears to be and how much the brand is willing to put behind it.

"We built this tool because we believe every dog owner deserves to see past the marketing on every bag — including ours. The same criteria, the same weights, the same methodology. No exceptions."

NOBL Foods — Transparency Disclosure
Read from the label — inferred by proxy
  • Ingredient architecture

    Named vs. generic proteins, organ inclusion, fat source, carbohydrate load, supplement tail length, additive profile — inferred directly from the published ingredient panel.

  • Digestibility — estimated from label signals

    Processing format, protein prominence, starch dilution, fiber load, mineral delivery form. Most scores here are estimates. When a brand publishes a measured number, we use it instead.

  • Protein quality — estimated from ingredient sourcing

    Named animal proteins vs. fractionated plant proteins vs. generic sources. This is inference — not chemistry — unless the brand has published amino acid data.

Reported by the brand — verified by us
  • Published digestibility data

    A measured digestibility number for this specific product. Anchors the proxy to real data — and signals a brand willing to be held to a number.

  • Amino acid panel published

    Lab-measured amino acid values. Moves protein quality from label inference to actual chemistry. Fewer than a third of products in our database have published this.

  • Feeding trial substantiation

    More rigorous than formulating to a nutrient profile — and more expensive. Most products are formulated, not trialed. We credit the ones that have done the work.

  • Board-certified nutritionist on staff

    Publicly named. A different standard than "vet formulated." The primary marker of nutritional rigor in pet food development.

  • Facility & sourcing disclosed

    Named manufacturer and country of origin for primary ingredients. Brands that disclose this tend to have reasons to be comfortable with the answer.

Start reading the
bag differently.

PetLabelIQ is a free consumer label-intelligence tool for dog food. Search a product, review the score, and see how the formula performs across ingredient quality, digestibility, protein quality, and brand transparency.

Search Your Dog's Food

Developed by NOBL Foods · All brands scored identically · Not veterinary advice
Scores reflect label data at time of last update · Educational use only
Scores are based on published label data, guaranteed analysis, ingredient structure, and manufacturer-disclosed nutrition data.

PetLabelIQ by NOBL Foods Consumer Education Tool · Not Veterinary Advice