Evergreen monthly benchmark — Jul 24
Dog Food
Research by Robert Hu · Published by RecoScope ·
- Usable answers
- 12/12
- Models
- 4
- Prompt types
- 3
Included: ChatGPT, Claude, Gemini, Perplexity
Report history · Jul 24 selected · 10 snapshots
Key takeaway
Dog food is the most authority-gated category the tracker has measured: WSAVA compliance, AAFCO feeding trials, and board-certified nutritionists are cited as entry requirements, and the Purina Pro Plan, Hills Science Diet, and Royal Canin core owns that credibility across all four engines. Purina Pro Plan is the real cross-engine leader on both frequency and the open rankings. But the winnable units are attribute slots - Royal Canin already owns breed-specific, while large-breed weight management and value-with-credibility are open - and the grain-free segment carries an active, engine-wide DCM trust penalty that no boutique brand escapes.
Mention Frequency Trend
Brands ordered by mention count in each run. Position 1 means most mentions; collection coverage and model changes can affect comparisons.
Scroll sideways to see all dates and labels.
Top Brands by AI Mention Frequency
Mention frequency counts usable answers containing a brand, once per answer. Unranked and critical mentions count as visibility. Recommendation ranks are shown separately below.
Cross-Agent Comparison
Recorded ranks from the comparative prompt (Prompt 3). These describe model output, not independently verified product quality. Historical parsing conventions may differ.
4/4 models with recorded ranks
| Agent | #1 | #2 | #3 |
|---|---|---|---|
| ChatGPT | Purina Pro Plan | Hills Science Diet | Royal Canin |
| Claude | Purina Pro Plan | Hills Science Diet | Royal Canin |
| Gemini | Purina Pro Plan | Royal Canin | Hills Science Diet |
| Perplexity | Purina Pro Plan | Royal Canin | Hills Science Diet |
All 4 ranked comparisons list Purina Pro Plan at recorded rank #1
What This Means
- All four engines anchor on the same Purina Pro Plan, Hills Science Diet, and Royal Canin authority core but differ in how they weight science versus specificity and in their tails.
- ChatGPT is the broadest commerce surface, price-tagging specific bags and running the longest ranking (eight brands, uniquely surfacing Taste of the Wild and the fresh brand The Farmers Dog).
- Claude is the most research-and-testing framed, uniquely elevating American Journey and Acana, and is the only engine to name skip-list brands (Pedigree, Beneful, Kibbles n Bits) as explicit anti-recommendations.
- Gemini is the most WSAVA-forward and attribute-tabled, uniquely surfacing Kirkland Signature as a Costco value play.
- Perplexity is the most source-attributed, the only engine to rank Pedigree as a legitimate budget pick, and names the widest fresh-food set (Ollie, Nom Nom).
- The category sharpest fault line is aspirational versus practical: the vet-authority brands own the open ranking prompts, but the moment a sixty-dollar cap is named every engine pivots to value brands (IAMS, Diamond Naturals, Purina ONE, Kirkland, Pedigree) that appear nowhere in the unconstrained rankings - the same rank-versus-recommend split documented in protein powder, running shoes, and sunscreen.
- Top-slot ownership splits two-two, and Purina Pro Plan is the only brand every engine ranks.
- ChatGPT and Claude put Purina Pro Plan first; Gemini and Perplexity put Royal Canin first with Purina Pro Plan immediately behind it, giving Pro Plan a position in all four top threes and a floor no rival matches.
- Royal Canin wins its two top slots on the same footing it owns the breed-specific position - both engines that rank it first do so in the open recommendation prompt, where Labrador-specific formulation is the deciding attribute.
- Purina ONE holds third in three of the four engines, surfacing from the budget prompt in Gemini and Perplexity, which makes it a value beachhead rather than an authority claim.
- The sharpest anomaly is Hills Science Diet: tied for the most mentions in the category at ten, cited by all four engines, and inside no engine top three.
- Frequency and top-slot authority are separate outcomes here, and Hills is the case that proves it.
Findings and Limitations
- Royal Canin is the only brand that has cleanly captured an attribute position - breed-specific Labrador Retriever formulation - and every engine credits it by name, a textbook owned slot.
- No comparable owner exists for the two positions every engine says matter most: large-breed weight management (cited constantly but split across Hills Perfect Weight, Pro Plan, and generic advice) and value-with-vet-credibility (the under-sixty tier is a scramble of IAMS, Diamond Naturals, Purina ONE, and Kirkland with no cross-engine leader).
- The fresh-food tier is named in every engine as aspirational but price-gated, with no brand consolidating it - The Farmers Dog, Just Food For Dogs, Ollie, and Nom Nom split the mentions.
- And the WSAVA-compliance signal every engine treats as a gate is owned narratively by Purina and Hills; a challenger that could credibly claim it would have a direct path into the authority core.
Recurring themes in the answers
- Every engine converged on the same decision framework, and it is unusually institutional: WSAVA guidelines, AAFCO complete-and-balanced statements, board-certified veterinary nutritionists, and published feeding trials are cited as entry requirements rather than tie-breakers.
Inspect the captured answers
Saved response text is model output. Product and health claims are unverified. Tables and cards may be transcribed as text; source labels can remain. Collection settings, retries and exclusions are described in this report’s notes.
ChatGPT · Prompt 1Usable answer
I'm a 35-year-old dog mom to a 4-year-old Labrador Retriever. I'm looking for the best dog food. What would you recommend?
You've got a 4-year-old Lab - so you're dealing with a high-energy, food-motivated breed that's also prone to weight gain and joint issues. The "best" food isn't just premium - it's the one that keeps her lean, supports joints, and is actually sustainable for you to buy consistently. Let's cut through the noise and rank the real top options: Best Overall (Balanced, Proven, No Guesswork) Purina Pro Plan (Sport or Complete Essentials) Why it wins: - Backed by actual veterinary research (not just marketing) - Excellent protein levels for Labs (especially Sport line) - Consistent quality control (huge deal most people ignore) Best pick for you: - Sport 30/20 if she's very active - Complete Essentials Shredded Blend if normal activity This is the safest "set it and forget it" choice. Best Premium Upgrade (Higher Ingredient Quality) Orijen Original or Six Fish Why it stands out: - Very high protein (biologically appropriate diet) - Whole prey ingredients (organs, cartilage = natural joint support) - Great for muscle maintenance Watch out: - Easy to overfeed Labs can gain weight fast - Expensive Best if you're disciplined with portions and want top-tier nutrition. Best for Weight Control (Labs NEED this) Hill's Science Diet Perfect Weight Why it matters: - Labs are notorious for obesity (it sneaks up fast) - Clinically proven weight loss formulas - Vet-trusted If she's even slightly chunky, this jumps to #1 immediately. Best Fresh Food (If You Want "Human-Grade") The Farmer's Dog Why people love it: - Real food (you can see the ingredients) - Personalized portions - Great digestion and coat improvements Reality check: - $$$ (can run $150-$300/month) - Not necessary for a healthy dog - but a nice upgrade Think of this as lifestyle + convenience, not just nutrition. Best Budget High-Quality Option Taste of the Wild Why it's solid: - Good protein sources (salmon, bison, etc.) - Affordable upgrade from grocery brands - Generally well-tolerated Strong value pick under tighter budgets. What Actually Matters for Your Lab Forget brand hype - focus on this: 1. Weight control > everything A slightly overweight Lab loses years of life. If you can see ribs faintly and she has a waist you're winning. 2. Protein + joint support Look for: Protein ~25-30%, Glucosamine/chondroitin (or add a supplement) 3. Consistency beats perfection Switching foods constantly is worse than sticking with a solid one. My Straight Recommendation If you want a clear answer: - Default choice: Purina Pro Plan - Upgrade: Orijen (if you'll manage portions) - If weight is even slightly an issue: Hill's Perfect Weight - If you want premium lifestyle: Farmer's Dog
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