How AI Search Is Recommending Pet Food Delivery Services: Monthly Trends

Executive Summary

The Farmer's Dog remains the category leader in October 2026, with valid recommendation coverage of 67.4%. The gap to second-place Ollie (56.4%) is 11.0 points. The leader's coverage rose 9.6 points from September, a move beyond normal month-to-month variation, but sits 6.2 points below its July baseline of 73.6%, a significant decline across the series.

Ollie is the strongest upward mover from September to October, rising 10.2 points from 46.2% to 56.4%, also beyond normal variation. Chewy recorded the second-largest prior-month rise, Up 7.5 points from 14.7% to 22.2%. Both gains narrow, but do not erase, the coverage these brands lost between July and September.

Five brands carry significant declines from the July baseline to October: JustFoodForDogs Vet Support (Down 7.0 points, 42.8% to 35.8%), Nom Nom (Down 9.0 points, 35.4% to 26.4%), Open Farm (Down 9.1 points, 45.6% to 36.5%), Spot & Tango (Down 9.4 points, 37.9% to 28.5%), and The Farmer's Dog (Down 6.2 points). No brand recorded a significant rise across the full series.

The commercial picture is a partial recovery from September's lows across several brands, arriving inside a series that still sits below its July baseline for every tracked brand except Petco, Sundays for Dogs, and Chewy. The category is repositioning, not returning to baseline.

Each monthly run begins with 800 prompt-surface observations across the benchmark's defined AI/search surface universe. In October 2026, those 800 prompts contained 603 unique questions; all 800 mentioned a tracked brand or competitor; 748 were judged relevant and 52 irrelevant. The public metrics use the 537 qualified observations that survive both qualification stages. The July 2026 baseline run also began with 800 prompt-surface observations (578 unique questions), with 767 relevant and 33 irrelevant, yielding 568 qualified observations, alongside 521 in August (637 unique questions; 722 relevant, 78 irrelevant) and 559 in September (610 unique questions; 759 relevant, 41 irrelevant).

Key Findings

AI Response Inconsistency Alerts

Questions This Section Answers

• Which pet food delivery brands were affected by AI platform factual inconsistencies, and what did the platforms disagree on?
• What does the Chewy and Open Farm conflict reveal about how AI platforms can reach opposite conclusions from the same source?
• Where did AI platforms conflict on Spot & Tango and Nom Nom pricing and value claims?

AI platforms provided 11 critical or high-severity factual inconsistencies across 5 platforms: ChatGPT, Copilot, Gemini, Google AI Mode, and Perplexity. Three companies are implicated: Chewy, Spot & Tango, and Nom Nom.

Chewy

Seven critical inconsistencies were detected on the question of whether Chewy carries Open Farm dog food. Gemini and ChatGPT both state that Chewy does not sell Open Farm dog food, while Perplexity and Copilot both state that Chewy does. When asked "Does Chewy sell Open Farm dog food?", Gemini stated that Chewy does not sell Open Farm dog food, citing a Chewy brand page titled "Open Farm dog food - Free shipping." Perplexity stated the opposite, that Chewy does sell Open Farm dog food, citing the same Chewy page along with an Amazon listing and a third Chewy page. A flagged secondary source at sidequestjournal.b-cdn.net was cited in support of the claim that Chewy carries Open Farm.

A parallel conflict appears on the question "Does Chewy carry Open Farm?" Perplexity stated "Yes, Chewy carries Open Farm dog food and you can add it to cart," while Google AI Mode stated "No, Chewy does not carry Open Farm pet food and products." Perplexity cited Amazon and Chewy pages; Google AI Mode cited a Chewy product-review page and two Open Farm pages. A flagged source at sidequestjournal.b-cdn.net supported the affirmative side with the excerpt "You can purchase Open Farm dog food directly from the company's website, from major online pet retailers like Chewy."

These conflicts matter because they concern the same underlying fact, stated in opposite directions by different platforms on the same day, using overlapping source pages. AI systems were routed to the same source and reached contradictory conclusions.

Spot & Tango

Three high-severity inconsistencies were detected on questions of monthly price for Spot & Tango UnKibble.

When asked "Is there a cheaper alternative to farmer's dog?", ChatGPT stated that Spot & Tango UnKibble costs around $84 per month for a 30-lb dog, citing a fresh dog food price comparison page, a Life With Klee Kai alternatives article, and a Petful cost page. Copilot stated around $160 per month for a medium dog on the same question, citing unrelated retail product pages. A flagged source at realpetfoodprices.com was cited in support of the $84 figure.

A second conflict arises on the same question: ChatGPT stated around $84 per month for Spot & Tango UnKibble twice, while Copilot stated around $164 per month. A flagged source at lifewithkleekai.com carried the excerpt "I paid $164.40 a month, and got a custom scooper for each of my Klee Kai."

A third conflict appears on the question "What is the most affordable dog food delivery service?" ChatGPT stated around $84 per month, while Copilot stated roughly $5.01 per day, which implies approximately $150 per month. Both answers describe the same product and a comparable dog size, yet no reconciliation is possible between the two claims.

Nom Nom

One high-severity inconsistency was detected on the question of whether Nom Nom is cheaper than The Farmer's Dog. Copilot stated that Nom Nom is generally slightly cheaper than The Farmer's Dog, especially for medium and large dogs, citing Dogster, Nom Nom's own cost article, and a Petful cost page. Perplexity stated that Nom Nom is generally a bit more expensive than The Farmer's Dog, even for medium to large dogs, citing IntelliBowl, Canine Journal, and Hepper comparison pages. A flagged source at lifewithkleekai.com carried an excerpt reporting a $251.04 monthly cost for The Farmer's Dog, and a second flagged source at bowlgrade.com carried per-1,000-kcal cost estimates. The two platforms made opposite claims about which brand is cheaper overall.

Benchmark Context

Questions This Section Answers

• How many prompts were collected and qualified for the October 2026 pet food delivery benchmark?
• How did qualified observations and recommendation-shaped answer share change between July and October 2026?

The report separates the raw collection universe from the qualified analysis set. Brand-level recommendation percentages are calculated within the qualified benchmark set.

Benchmark-Level Metrics

The following figures summarize the aggregate benchmark across both months, before any brand-level breakdown.

The intermediate months add useful context. Valid recommendation shortlist share fell to 73.9% in August and 67.3% in September before recovering to 86.2% in October, its highest level of the series. Recommendation-shaped answer share followed the inverse arc, falling to 47.8% in September before rising to 62.2% in October. The October benchmark drew on more recommendation-shaped answers and produced valid shortlists at a higher rate than any prior month.

AI Recommendation Trend

Questions This Section Answers

• Which pet food delivery brands led the October 2026 AI recommendation rankings, and who moved the most since July?
• Where did the October recovery from September come from, and did any brand improve beyond normal variation?

The category leader held for a fourth consecutive month, but the field behind it re-expanded toward the July baseline after three months of compression.

No brand moved beyond normal variation from July to October in the upward direction, and no single brand exceeded normal variation in a way that drove the category-level result alone. The October recovery from September came from five brands moving up simultaneously (The Farmer's Dog, Ollie, Chewy, Petco, Sundays for Dogs), with the leader and Ollie contributing the largest individual prior-month gains. The rank ordering held for the fourth straight month.

What Changed This Month

Questions This Section Answers

• Why did The Farmer's Dog and Ollie recover coverage in October, and how did their rank-one and top-three placements shift?
• Which brands posted the largest baseline declines, and what do their October placements reveal about presence versus recommendation depth?
• How did Chewy become the only top-seven brand above its July baseline?

The Farmer's Dog

The category leader's valid recommendation coverage moved from 57.8% in September to 67.4% in October, a significant 9.6-point rise. Against the July baseline of 73.6%, coverage is Down 6.2 points over the series, a significant decline.

The prior-month recovery was driven by two components. Rank-one recommendations rose from 151 in September to 192 in October (35.8% versus 27.0% of qualified observations), an 8.4-point series gap against a 44.2% July rank-one rate. Top-three placements rose from 217 in September to 287 in October. Raw mention presence moved from 76.6% in September to 77.1% in October, essentially flat.

The distinction to notice: presence was unchanged while recommendation credit recovered sharply. The Farmer's Dog did not become more visible in October; it became more decisively recommended. Highest-priority diagnostic: whether the October rank-one recovery is concentrated on specific AI surfaces or prompt types, or is broad across the benchmark.

Ollie

Ollie holds second place with valid recommendation coverage of 56.4% in October, up 10.2 points from September's 46.2%, a significant prior-month rise. Against the July baseline of 60.7%, coverage is Down 4.3 points, within normal variation.

Top-three placements rose from 137 in September to 220 in October, and Ollie's top-three rate held at 41.0% versus 40.8% in July. Rank-one recommendations held in the mid-teens across the series, at 16 in July and 13 in October. Raw mention presence rose from 61.5% in September to 64.1% in October.

The distinction: Ollie recovered placement depth faster than first-choice positioning. Its top-three rate is essentially unchanged against July, but its overall coverage still sits 4.3 points below the baseline, meaning the recovery restored mid-list credit rather than first-choice recommendations. Highest-priority diagnostic: which prompts and surfaces produced the October top-three recovery, and whether they are the same prompts that produced rank-one recommendations in July.

Chewy

Chewy's valid recommendation coverage rose to 22.2% in October, up 7.5 points from September (14.7%) and 2.1 points above the July baseline of 20.1%. The baseline move is modest and within normal variation, while the prior-month rise is large enough to stand out from typical month-to-month movement. Chewy is also the only top-seven brand sitting above its July baseline.

Top-three placements rose from 38 in September to 77 in October, and rank-one recommendations from 29 to 66. Chewy's rank-one rate moved from 7.6% in July to 12.3% in October. Raw mention presence rose from 49.9% in September to 54.9% in October.

The distinction: Chewy converted more of its presence into first-choice recommendations than any prior month of the series. Its top-three and rank-one counts more than doubled against September. Highest-priority diagnostic: whether Chewy's rank-one gains are concentrated on surfaces where The Farmer's Dog or Ollie lost first-position placements.

JustFoodForDogs Vet Support

JustFoodForDogs Vet Support's valid recommendation coverage was 35.8% in October, up 2.9 points from September (32.9%) and down 7.0 points from July (42.8%), a significant series decline.

The prior-month rise was within normal variation. Raw mention presence fell from 45.8% in July to 39.1% in October, a 6.7-point series decline. Top-three placements rose from 115 in September to 141 in October (26.3% versus 22.4% in July). Rank-one recommendations held at 34 versus 35 in July.

The distinction: presence fell across the series while placement improved. The brand is mentioned less often overall, but when it is recommended, it sits higher on the list than it did in July. Highest-priority diagnostic: which prompt categories stopped mentioning JustFoodForDogs Vet Support, and whether the loss is concentrated on informational rather than comparative prompts.

Open Farm

Open Farm's valid recommendation coverage was 36.5% in October, up 4.5 points from September (32.0%) and down 9.1 points from July (45.6%), a significant series decline.

Raw mention presence fell from 49.5% in July to 41.1% in October, an 8.4-point decline. Top-three placements rose from 68 in September to 102 in October (18.9% versus 16.4% in July). Rank-one recommendations rose from 29 in September to 40 in October.

The distinction: Open Farm's October recovery restored top-three and rank-one depth while presence remained well below baseline. Of the brands in decline, Open Farm shows the strongest placement recovery alongside a persistent presence gap. Highest-priority diagnostic: which evidence sources stopped surfacing Open Farm between July and October, and whether the loss is concentrated on a specific surface family.

Spot & Tango

Spot & Tango's valid recommendation coverage was 28.5% in October, up 0.1 point from September but down 9.4 points from July's 37.9%, the largest series decline of any tracked brand. The prior-month move was flat.

The brand recorded its second consecutive month without a meaningful movement. Raw mention presence fell from 40.3% in July to 33.1% in October, a 7.2-point decline. Top-three placements rose from 60 in September to 70 in October. Rank-one recommendations held at 14.

Spot & Tango's figures should be read alongside the benchmark decline that followed July. The brand lost 10.1 points in the single month from July to August, and has since held roughly flat across September and October. Highest-priority diagnostic: which prompts drove the July-to-August loss, and whether the September-to-October stabilization is stable enough to build on.

Nom Nom

Nom Nom's valid recommendation coverage was 26.4% in October, up 4.0 points from September (22.4%) and down 9.0 points from July (35.4%), a significant series decline.

Raw mention presence fell from 41.2% in July to 31.1% in October, a 10.1-point decline. Top-three placements rose from 39 in September to 61 in October (11.4% versus 14.6% in July). Rank-one recommendations held near zero across the series, at 5 in October versus 5 in July. Net sentiment stayed positive at 0.9. Nom Nom also featured in the AI Response Inconsistency Alerts above, where AI platforms disagreed on whether Nom Nom is cheaper than The Farmer's Dog.

The distinction: Nom Nom's coverage recovery was not accompanied by any rank-one recovery. The brand remains a mid-list recommendation on an unchanged positive sentiment base. Highest-priority diagnostic: which prompts produce Nom Nom's top-three placements versus its near-zero rank-one placements.

Petco

Petco's valid recommendation coverage was 10.4% in October, up 3.8 points from September (6.6%), a significant prior-month rise, and 0.5 points above the July baseline of 9.9% (within normal variation).

The top-three rate rose from 2.9% in September to 8.6% in October, a sizable series rise. Rank-one recommendations rose from 1 in September to 4 in October. Raw mention presence fell from 37.7% in July to 33.9% in October. Net sentiment held modestly positive at 0.3.

The distinction: Petco earned its October coverage gain through top-three placements rather than broader presence. Presence fell across the series while top-three conversion rose. Highest-priority diagnostic: which prompt types recovered top-three placement for Petco, and whether the recovery is concentrated on one surface family.

PetFlow

PetFlow's valid recommendation coverage was 5.0% in October, up 2.0 points from September (3.0%) and down 0.5 points from July (5.5%), both within normal variation.

Top-three placements rose from 2 in September to 17 in October, a large rise on a small base. Rank-one recommendations remained at zero across all four months. Raw mention presence held near 7.4%. PetFlow had 27 valid recommendations in October, a thin base for interpretation.

PetFlow's figures should be read with the small-count caveat: 27 valid recommendations in October, and 40 raw mentions, are small bases for interpreting month-over-month movement. Highest-priority diagnostic: which prompts produced the October top-three placements, and whether any surface family offers a repeatable foothold.

Sundays for Dogs

Sundays for Dogs's valid recommendation coverage was 5.4% in October, up 1.5 points from September (3.9%) and up 1.4 points from July (4.0%), both within normal variation. The brand has now recorded gains in two consecutive months.

Top-three placements rose from 6 in September to 11 in October, a large rise on a small base. Rank-one recommendations remained at zero. Raw mention presence rose from 5.1% in July to 7.3% in October. Sundays for Dogs had 29 valid recommendations in October, a thin base.

The distinction: Sundays for Dogs posted its second consecutive month of top-three placements while remaining well below the tracked field. Highest-priority diagnostic: which prompts have twice produced top-three placements, and whether they cluster by use case or evidence source.

Buyer-Intent Interpretation

Questions This Section Answers

• Which buyer-intent clusters did the October benchmark actually capture?
• What commercial questions about pricing, value, and head-to-head comparison can this benchmark not answer yet?

Across all four months, every qualified observation fell into the Brand Recommendation cluster. The benchmark's current prompt set did not produce qualified observations in the Pricing & Value or Multi-Brand Comparison clusters, even though the AI Response Inconsistency Alerts above show pricing and comparison questions being asked of the platforms. The public benchmark can therefore speak to which brands AI systems recommend first, but cannot answer commercial questions about price positioning, value perception, or head-to-head comparison outcomes until a prompt set explicitly asks about cost and competitive choice.

Brand Opportunity Summary

Questions This Section Answers

• Which positioning gaps and diagnostic priorities does the benchmark identify for each tracked brand?
• What should each pet food delivery brand investigate to explain its October coverage outcome?

The benchmark identifies where attention is warranted; a company-level analysis is needed to explain why.

Evidence Behind the Benchmark

The aggregate metrics are built from prompt-level observations (query, surface, recommendation outcome, rank, sentiment, and citations where exposed). Company-level analysis can go deeper into prompt, competitor, surface, and evidence patterns. Source presence is not automatically treated as proof of causation.

About This Benchmark

This report is part of the CiteWorks Studio AI Visibility Market Discovery research program.

• AI Visibility Industry Market Methodology
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Report-Specific Interpretation Notes

• Movement is directional, not causal. A coverage change identifies where attention is warranted; it does not explain why the change occurred.
• This month's figures should be read against the qualified benchmark set (537 observations), not the raw collection universe (800 prompts). Percentages are calculated on the qualified set.
• Small-count brands (PetFlow, Sundays for Dogs) warrant caution in interpreting month-over-month movement; 27 and 29 valid recommendations respectively are thin bases.
• The benchmark's public metrics do not yet cover pricing, value, or head-to-head comparison prompts, so no conclusions about those commercial questions should be drawn from this data. The AI Response Inconsistency Alerts above reflect a parallel conflict-detection analysis and not the recommendation metrics.

Next Step

The Public Benchmark Shows Where a Brand Is Winning or Losing. A Company-Level Audit Shows Why.

Beneath the aggregate percentages sit the questions that matter most: which high-intent prompts a brand wins, which competitor takes the recommendation when a brand loses, what attributes AI systems associate with each option, and which external sources shape those answers. For The Farmer's Dog, which recovered 9.6 points from September but still sits 6.2 points below its July baseline, the audit question is whether the October rank-one recovery is concentrated on specific surfaces or reflects a broader reset. For Chewy, the only top-seven brand above its July baseline, the question is which surfaces produced the rank-one count that more than doubled since September. For Ollie, the question is which prompts produced the 10.2-point prior-month recovery and whether they are the same prompts that produced rank-one recommendations in July.

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. It moves from "coverage changed" to "here is where, why, and what to address first."

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