Research & Evidence
Scoring is built from the ingredient list first, but the ingredient tiers and processing weights are guided by peer-reviewed and objective sources. Below are the references that inform the model.
High-protein meat-based diets
- Evaluation of high-protein diets differing in protein source in healthy adult dogs - PMC
Controlled feeding trial comparing animal protein sources in high-protein diets. By-product meal protein quality varied with rendering temperature and starting tissue composition; some by-product meals contain connective tissue that analyses as protein but is poorly digested - supporting the distinction between named meats and vague derivatives.
- Vegan versus meat-based dog food: Guardian-reported indicators of health | PLOS One
Peer-reviewed survey of 2,536 dogs. Owner-reported health disorders: 49% conventional meat, 43% raw meat, 36% vegan. Authors note non-dietary confounders may have improved apparent outcomes for raw-fed dogs - useful as a reminder that diet-format claims need controlled data.
- Domestic dogs maintain clinical, nutritional, and hematological health outcomes when fed a commercial plant-based diet for a year | PLOS One
Twelve-month controlled study: dogs fed a well-formulated plant-based diet maintained clinical, hematological and nutritional health versus meat-fed baselines. Evidence that formulation quality matters more than ingredient ideology.
Grain-free vs grain-inclusive
- Grain-Free Diets for Dogs and Cats: An Updated Review Focusing on Nutritional Effects and Health Considerations - PMC
Peer-reviewed review of the grain-free/DCM debate. Controlled trials (Leach et al., 30 weeks; Donadelli et al., 26 weeks) found no detectable DCM phenotype or taurine effect from grain-free diets, though authors caution trials were short-term with differing formula quality.
Additives & preservatives
- Systematic Review and Meta-Analysis of Quality Claims Associated with Fresh Pet Food: Evaluating Scientific Evidence for Additives, Ingredient Quality, and Effects of Processing in Pet Nutrition
Systematic review (Animals, 2025) testing three marketing claims: that additives/preservatives are harmful, that human-grade ingredients are safer, and that minimal processing is inherently better. Found approved additives showed no measurable increase in adverse outcomes within regulatory limits - an important counterweight we factor in when sizing additive penalties.
Fruit, vegetables & antioxidants
- Advances in Functional Pet Food Research: Health-Driven Ingredients, Nutritional Targets and Evidence-Based Claims
Peer-reviewed review (Animals, 2026) of functional ingredients. Antioxidant-rich fruit and vegetable components, omega-3 fish oil and high-quality protein supported renal function and oxidative-stress markers in feeding trials.
- Oxidative stress and food supplementation with antioxidants in therapy dogs - PMC
Controlled study showing dietary antioxidant supplementation (fruit/berry extracts, green-lipped mussel, omega-3 sources) modulated oxidative-stress markers in working dogs.
Omega-3 fatty acids & fish oil
- Therapeutic use of fish oils in companion animals | JAVMA
Peer-reviewed review (Bauer, J Am Vet Med Assoc 2011; 104 citations) of EPA/DHA evidence in dogs and cats: strongest support for skin/coat, renal, cardiac and osteoarthritis applications, with dose ranges and safety limits.
Probiotics & prebiotics
- Gut Probiotics and Health of Dogs and Cats: Benefits, Applications, and Underlying Mechanisms - PMC
Peer-reviewed review (Microorganisms, 2023) of probiotic and prebiotic use in dogs and cats: evidence for benefits in acute diarrhoea and antibiotic-associated GI signs, with effects that are strain- and dose-specific rather than generic.
Calcium:phosphorus ratio
- Factorial calculation of calcium and phosphorus requirements of dogs - PMC
Peer-reviewed factorial derivation of calcium and phosphorus requirements for puppies and adult dogs - the quantitative basis for judging mineral balance rather than label claims.
- Giant Expectations: Nutrition for the Large-Breed Puppy | Today's Veterinary Nurse
Peer-reviewed veterinary nursing journal: dietary calcium and phosphorus must be provided together in a ratio of roughly 1.1:1 to 2:1 to maintain hormonal balance, especially critical for large-breed growth.
Human food parallels: fresh & frozen vs canned & shelf-stable
- Nutritional comparison of fresh, frozen and canned fruits and vegetables. Part 1. Vitamins C and B and phenolic compounds | J. Sci. Food Agric.
The human-food parallel for frozen vs shelf-stable (378 citations). Canning's initial thermal treatment causes the largest losses of heat-labile nutrients (vitamin C, B vitamins); frozen products lose fewer because blanching is brief. Nuance the authors stress: canned nutrients are then stable in storage (no oxygen), while frozen degrades slowly over months - so format matters most at production, and 'fresh' that sits for days can fare worse than both.
- Nutritional comparison of fresh, frozen, and canned fruits and vegetables II. Vitamin A and carotenoids, vitamin E, minerals and fiber | J. Sci. Food Agric.
Part 2 (201 citations): carotenoids, vitamin E, minerals and fibre are broadly similar across fresh, frozen and canned - the meaningful processing losses are concentrated in heat-labile water-soluble vitamins (Part 1), exactly the nutrients retort sterilisation hits hardest.
- Advanced Glycation End Products in Foods and a Practical Guide to Their Reduction in the Diet | J. Am. Diet. Assoc.
The reference human-food AGE database (1,091 citations): dry-heat and high-temperature processing multiplies AGE content versus the same food fresh; moist, lower-temperature cooking keeps AGEs low. Direct support for treating retort-sterilised 'shelf-stable fresh' as thermally equivalent to canned/wet food rather than to frozen fresh.
Processing & nutrient loss in extruded kibble
- Extrusion Processing Modifications of a Dog Kibble at Large Scale Alter Levels of Starch Available to Animal Enzymatic Digestion - PMC
Peer-reviewed: high thermal and mechanical energy in extrusion is reported to cause vitamin losses and decreased amino-acid availability; industrial-scale extrusion measurably altered starch digestibility of a dog kibble.
- Effects of drying temperature and time of a canine diet extruded with a 4 or 8 mm die on physical and nutritional quality indicators - ScienceDirect
Peer-reviewed (Animal Feed Science and Technology, 2011): drying extruded diets at 160–180 °C significantly reduced reactive lysine and proline - direct evidence that post-extrusion heat degrades protein quality.
Fresh & raw vs kibble: digestibility and processing markers
- A Comparative Analysis of Maillard-Derived α-Dicarbonyl Compounds and Advanced Glycation End Products in Fresh, Wet, Kibble, and Freeze-Dried Dog Foods | J. Anim. Physiol. Anim. Nutr.
Peer-reviewed lab comparison of 41 commercial dog foods (2026). Fresh foods had significantly more available lysine (56 vs 23 g/kg DM) and less lysine blockage than kibble; advanced glycation end products (CML, CEL) were highest in wet foods; acrylamide was detected only in kibble samples. Disclosure: one co-author is affiliated with Butternut Box; lead lab is Hacettepe University's Food Quality and Safety group.
- Apparent total tract nutrient digestibility of frozen raw, freeze-dried raw, fresh, and extruded dog foods and their effects on serum metabolites and fecal characteristics, metabolites, and microbiota of healthy adult dogs | Translational Animal Science
Controlled feeding trial (2024): frozen raw, freeze-dried raw and fresh diets showed higher amino-acid digestibility coefficients and greater true metabolizable energy than a nutritionally comparable extruded diet.
- Apparent total tract nutrient digestibility and metabolizable energy estimation in commercial fresh and extruded dry kibble dog foods - PMC
Among the first studies to show commercial fresh dog foods have significantly greater apparent total tract digestibility (DM, protein, fat, energy) than a nutritionally comparable extruded kibble, regardless of macronutrient composition.