How AI Search Is Recommending Fresh Dog Food and Pet Meal Delivery: Monthly Trends

Executive Summary

The Farmer's Dog remains the category leader in September 2026 at 69.4% valid recommendation coverage, but the benchmark now shows a more distributed field than at the start of this three-month series. JustFoodForDogs holds second place at 66.5%, creating a 2.9-point gap between the top two. That spread is wider than the 0.6-point gap recorded in August 2026, when the two brands were nearly tied. Across the full series, The Farmer's Dog has moved from 76.7% coverage in July 2026 to 69.4% in September 2026, a decline of 7.3 points that the benchmark classifies as significant, while JustFoodForDogs moved from 71.5% to 66.5%, a 5.0-point decline within normal month-to-month variation.

Freshpet recorded the strongest upward movement this period, rising from 40.8% coverage in July 2026 to 43.4% in September 2026, a gain of 2.6 points that sits within normal variation. The movement is nonetheless notable for its direction and its placement signal. Freshpet's rank-one rate rose from 1.4% to 3.8% over the same period, a gain of 2.4 points. Nom Nom remained the sharpest decliner across the series, falling 13.6 points from 43.0% in July 2026 to 29.4% in September 2026, and PetPlate declined 10.4 points from 26.3% to 15.9%; both are classified as significant declines.

The month-to-month picture was quieter. Comparing September 2026 directly with August 2026, no brand moved beyond normal month-to-month variation, the category summary shows. The significant movements in this report are cumulative shifts against the July 2026 baseline. The result across the three-month series is a top tier that has compressed from a 5.2-point leader gap in July 2026 to 2.9 points in September 2026, with Freshpet emerging as a notable riser within the middle of the field.

Each monthly run begins with 800 prompt-surface observations (511 unique questions in September 2026) across the benchmark's defined AI/search surface universe. Of those, 800 mentioned a tracked brand or competitor; 779 were relevant and 21 were irrelevant. The public metrics use the 523 observations that survive both qualification stages. For reference, July 2026 began with 800 prompt-surface observations (502 unique questions), with 785 relevant and 15 irrelevant, yielding 502 qualified observations; August 2026 also began with 800 prompt-surface observations (525 unique questions), with 777 relevant and 23 irrelevant, yielding 505 qualified observations.

Key Findings

Benchmark Context

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

These research-stage counts show how the public qualified denominator is derived from the raw collection universe before any brand percentage is calculated. The intermediate month of August 2026 contributed 505 qualified observations from 525 unique questions.

Benchmark-Level Metrics

The intermediate month of August 2026 showed a recommendation-shaped answer share of 45.3% and a valid recommendation shortlist share of 71.1%. September 2026 continued the downward trend in clean recommendation shortlists, falling to 68.6% from 79.1% in July 2026. The pattern across the series points to AI systems producing a wider mix of answer types, with fewer answers resolving into a clean recommendation shortlist over time.

AI Recommendation Trend

A More Distributed Field With Freshpet Rising From the Middle

The category has shifted from a two-brand near-tie toward a more distributed top tier. The Farmer's Dog leads at 69.4% coverage in September 2026, down from 76.7% in July 2026, while JustFoodForDogs holds second at 66.5%, down from 71.5%. Freshpet has moved up to 43.4% from 40.8%, and the gap between second and third place now stands at 23.1 points.

Within the immediate prior month, no brand moved beyond normal month-to-month variation between August 2026 and September 2026. The cumulative shifts against the July 2026 baseline therefore reflect the combination of several smaller movements across the three-month series rather than a single sharp monthly change.

What Changed This Month

The Farmer's Dog

The Farmer's Dog remains the category leader, but its coverage has declined significantly across the series, from 76.7% in July 2026 to 69.4% in September 2026, a drop of 7.3 points. The brand's rank-one rate fell from 48.6% to 35.6% over the same period, a decline of 13.0 points, and its top-three rate fell from 65.3% to 51.2%, a drop of 14.1 points. Both changes are measured against the same July 2026 baseline as the brand's overall coverage decline.

The brand's raw mention presence remained high at 88.1% in September 2026, down from 92.0% in July 2026. The valid recommendation count moved from 385 to 363 across the series. This distinction matters: The Farmer's Dog is still mentioned in roughly 9 of 10 qualified observations, but it is being recommended as the top choice less frequently than it was in July 2026.

Between August 2026 and September 2026, however, the brand was stable, with coverage edging up from 68.7% to 69.4%. The significant movement in this profile is the cumulative decline against the July 2026 baseline, concentrated in top-tier placement rather than presence.

Highest-priority diagnostic: Which prompt patterns are associated with The Farmer's Dog losing top-three and rank-one positions, and which brands capture those recommendations when it does not win them?

Freshpet

Freshpet recorded the strongest upward movement in the category, rising from 40.8% coverage in July 2026 to 43.4% in September 2026, a gain of 2.6 points. The movement sits within normal month-to-month variation on the coverage metric, but the brand's rank-one rate rose from 1.4% to 3.8%, a gain of 2.4 points.

Freshpet's presentation presence also rose, from 51.6% in July 2026 to 55.1% in September 2026. Its valid recommendation count moved from 205 to 227. The rank-one count rose from 7 in July 2026 to 20 in September 2026, a meaningful increase on small absolute numbers.

The distinction to notice is that Freshpet's coverage gain came alongside improved top placement, even as its top-three rate eased slightly from 15.7% to 14.3%. This suggests the brand is winning more first-position recommendations while holding its overall recommendation share.

Highest-priority diagnostic: Which evidence sources and prompt types are associated with Freshpet's rank-one rate gain, and whether the pattern is durable or concentrated in a narrow prompt subset.

Nom Nom

Nom Nom posted the largest cumulative decline in the category, falling 13.6 points from 43.0% coverage in July 2026 to 29.4% in September 2026, a change classified as significant. The sharpest movement came between July and August 2026, when coverage fell 15.3 points; September 2026 was stable relative to August, with coverage rising 1.7 points.

The brand's raw mention presence fell from 54.6% in July 2026 to 38.4% in September 2026, a decline of 16.2 points. Its top-three rate fell from 18.3% to 9.4%, a drop of 8.9 points. Valid recommendation count moved from 216 to 154 across the series.

Nom Nom's decline is visible at both the presence and recommendation levels. The brand appears in fewer answers and is recommended within the top three less often when it does appear. The benchmark cannot establish whether this reflects a platform-specific effect, a prompt-set shift, or another cause.

Highest-priority diagnostic: Which surfaces or prompt types account for the 16.2-point presence decline against the July 2026 baseline, and whether the August-to-September stabilization marks a floor.

PetPlate

PetPlate declined 10.4 points from 26.3% coverage in July 2026 to 15.9% in September 2026, a change classified as significant. The decline was steeper between July and August 2026, at 7.1 points, with a further 3.3-point decline from August to September 2026.

The brand's raw mention presence fell from 29.1% in July 2026 to 19.9% in September 2026, a decline of 9.2 points. Valid recommendation count moved from 132 to 83 across the series. PetPlate's top-three rate eased from 6.8% to 4.8%, a decline of 2.0 points within normal variation.

The distinction here is that PetPlate's decline was concentrated in inclusion rate rather than top-tier placement quality. When the brand is recommended, it retains mid-list positioning, but it is being included in fewer answers overall.

Highest-priority diagnostic: Which prompt categories and surfaces reduced PetPlate's inclusion rate most sharply, and whether the decline reflects a positioning shift or a presence problem.

Community Divergence: Freshpet and Nom Nom

The benchmark's notable-gaps analysis identifies a widening divergence between Freshpet and Nom Nom. Freshpet trailed Nom Nom by 2.2 points in July 2026 and now leads by 14.0 points in September 2026, a swing of 16.2 points that widened in every month of the series. A similar pattern separates Freshpet from PetPlate, with the gap growing from 14.5 points to 27.5 points across the three months.

This is a category observation about competitive repositioning rather than a comment on either brand's standalone trajectory. Freshpet has risen modestly while Nom Nom and PetPlate have declined, producing a reordered middle tier. The movements are cumulative and no single month accounts for the full divergence.

Highest-priority diagnostic: Whether the divergence reflects a durable pattern in how AI systems evaluate fresh food delivery brands, or a prompt-set and surface-specific effect concentrated in particular question types.

Maev

Maev declined from 4.6% coverage in July 2026 to 1.7% in September 2026, a drop of 2.9 points that the benchmark classifies as significant. The brand's valid recommendation count fell from 23 to 9, and its presence count dropped from 28 to 14. These are small absolute numbers, so a change of a few observations moves the percentage materially.

Maev's top-three rate fell from 1.0% to 0.2%, and its rank-one count went from 0 to 0. The brand's net sentiment score moved from 0.9 to 0.8 across the series. The decline is concentrated in reduced presence and overall coverage; when Maev is recommended, it maintains comparable positioning on a much smaller base.

Highest-priority diagnostic: Which prompt types drove the reduction in Maev's presence from 28 mentions to 14, and whether the small counts reflect category-fit limits rather than visibility loss.

Buyer-Intent Interpretation

In September 2026, all 523 qualified observations fell into the Brand Recommendation cluster. The buyer-stage summaries for the comparison and pricing-and-value clusters were empty, meaning the public benchmark did not capture qualified observations that asked AI systems to compare brands directly or evaluate them on price and value.

This means the current benchmark can describe which brand AI systems recommend for a given need, but it cannot yet answer commercial questions about head-to-head comparison outcomes or pricing and value positioning. Those questions require a dedicated company-level analysis that drills into the specific prompt patterns where comparison and pricing dynamics would surface.

Brand Opportunity Summary

The benchmark identifies where attention is warranted across this field; a company-level analysis is needed to explain why each brand moved as it did.

Evidence Behind the Benchmark

The aggregate metrics are built from prompt-level observations capturing the query, the AI surface used, the recommendation outcome, the rank of each brand mentioned, sentiment, and citations where exposed. A company-level analysis can go deeper into prompt, competitor, surface, and evidence patterns to explain the movements observed in this month's benchmark. Presence in an AI answer is not by itself evidence of causation.

About This Benchmark

This report is part of CiteWorks Studio's AI Industry Market Discovery research program.

• AI Industry Market Discovery Methodology
• AI Industry Market Discovery Metrics
• AI Industry Market Discovery Standards

Report-Specific Interpretation Notes

The qualified observation count rose from 502 in July 2026 to 523 in September 2026, while the raw prompt-surface collection held steady at 800 each month. All brand-level percentages in this report are calculated against the qualified benchmark set for each month, not the 800 raw prompt-surface starts; the two denominators should not be interchanged.

Several brands operate on small absolute counts. Maev (9 valid recommendations in September 2026), A Pup Above (21), and Sundays for Dogs (15) each sit on a base where a change of a few observations can move the percentage by several points. The significant movement classifications in this report compare the current month against the July 2026 baseline, and directional movement identifies changes worth investigating; it does not by itself establish cause.

Next Step

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

The aggregate percentages in this report raise questions that the benchmark alone cannot answer. When The Farmer's Dog loses a rank-one recommendation, which competitor captures it, and in response to which prompt? When Freshpet's rank-one rate rises, which evidence sources and attributes are AI systems associating with the brand? When Nom Nom's presence falls by 16.2 points across the series, which surfaces stopped surfacing the brand?

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. It answers the "why" behind each movement and identifies where a brand can act.

Request an AI visibility audit