Fresh Dog Food and Pet Meal Delivery in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Mark HuntleyBy Mark HuntleyFounder and CEO
20 minutes read

Key Takeaways

  • The Farmer’s Dog led the set on mentions, recommendations, and first-place placements.
  • JustFoodForDogs also ranked in the top tier, with strong recommendation rates and broad coverage.
  • Several smaller brands were mentioned often but recommended less often, showing a gap between visibility and endorsement.
  • Price and product-format claims were the main areas needing fact-checking before any correction requests.

Companies covered: Maev, Nom Nom, Freshpet, PetPlate, A Pup Above, JustFoodForDogs, Sundays for Dogs, The Farmer’s Dog

Answer Capsule

The November 2026 Fresh Dog Food and Pet Meal Delivery benchmark compares 8 companies across 501 AI answers that met its inclusion rules. The Farmer’s Dog recorded 462 mentions and 416 recommendations (83.03% of the answers). Being mentioned means appearing in an answer; being recommended means receiving an affirmative endorsement.

We examine each company, compare the available monthly results, and set out a five-step plan for improving the information AI systems can draw on. The work starts with measuring visibility and checking conflicting claims, then moves to company pages, relevant publishers and buyer questions. The cited pages need review before any correction request, and the research does not establish what caused recommendation differences or promise future gains.

Executive industry diagnosis

Questions This Section Answers

  • What does the Fresh Dog Food and Pet Meal Delivery benchmark show about mentions, recommendations and placement?

Rank

Company

Mentions

Mention rate

Recommendations

Recommendation rate

Top 3

Top 3 rate

#1

#1 rate

1

The Farmer’s Dog

462

92.22%

416

83.03%

382

76.25%

273

54.49%

2

JustFoodForDogs

417

83.23%

385

76.85%

317

63.27%

94

18.76%

3

Freshpet

278

55.49%

250

49.90%

94

18.76%

25

4.99%

4

Nom Nom

216

43.11%

176

35.13%

69

13.77%

3

0.60%

5

PetPlate

159

31.74%

133

26.55%

34

6.79%

2

0.40%

6

A Pup Above

105

20.96%

97

19.36%

37

7.39%

3

0.60%

7

Sundays for Dogs

63

12.57%

47

9.38%

15

2.99%

2

0.40%

8

Maev

19

3.79%

14

2.79%

2

0.40%

0

0.00%

The peer set splits into a clear top tier and a long tail. The Farmer’s Dog and JustFoodForDogs are named in most answers and endorsed in most of those, while Freshpet sits comfortably in the middle. Below them, Nom Nom and PetPlate are recommended far less often than they are mentioned, and the smaller brands appear only occasionally.

The gap that matters for clients is between being named and being endorsed. Several brands are mentioned in a large share of answers yet rarely recommended, which suggests presence without persuasion. That is a content and evidence problem, not a visibility problem, and it is where proposed work should concentrate.

First-place placement is concentrated at the top. The leading brand takes most top spots, and the rest share a thin remainder. For challengers, the realistic near-term goal is stronger recommendation language and more top-three placement, not displacing the leader outright.

Factual conflicts cluster around price comparisons and product format. These are the claims most likely to shape a buyer’s choice, so verifying them against current primary sources should come before any page or publisher request.

What changed since last month

Questions This Section Answers

  • What changed across the usable monthly Fresh Dog Food and Pet Meal Delivery snapshots?

Company

Jul 2026

Aug 2026

Oct 2026

Nov 2026

The Farmer’s Dog

385 / 502 (76.69%)

347 / 505 (68.71%)

402 / 510 (78.82%)

416 / 501 (83.03%)

JustFoodForDogs

359 / 502 (71.51%)

344 / 505 (68.12%)

393 / 510 (77.06%)

385 / 501 (76.85%)

Freshpet

205 / 502 (40.84%)

203 / 505 (40.20%)

246 / 510 (48.24%)

250 / 501 (49.90%)

Nom Nom

216 / 502 (43.03%)

140 / 505 (27.72%)

147 / 510 (28.82%)

176 / 501 (35.13%)

PetPlate

132 / 502 (26.29%)

97 / 505 (19.21%)

132 / 510 (25.88%)

133 / 501 (26.55%)

A Pup Above

27 / 502 (5.38%)

25 / 505 (4.95%)

37 / 510 (7.25%)

97 / 501 (19.36%)

Sundays for Dogs

23 / 502 (4.58%)

14 / 505 (2.77%)

30 / 510 (5.88%)

47 / 501 (9.38%)

Maev

23 / 502 (4.58%)

9 / 505 (1.78%)

5 / 510 (0.98%)

14 / 501 (2.79%)

Only months with verified results are shown. Monthly sample coverage is listed in Methodology.

The monthly figures are separate samples, so they show movement rather than like-for-like performance. The leading brands held broadly steady across the recorded months, while several smaller brands moved sharply in either direction. Those swings should be read as observed changes in the captured answers, not as evidence of cause.

A Pup Above and Sundays for Dogs recorded noticeably higher mention and recommendation counts in the latest month than earlier. Nom Nom also recovered from a weaker summer. Maev remains small in absolute terms, so its month-to-month movement carries little weight.

The samples differ between months, and September has no reliable results. Comparisons across months therefore describe what was recorded, not why it changed. Future scorecards should note sample coverage alongside each result so readers do not mistake movement for a trend.

AI recommendation trend

Observed recommendation rate (%), Jul 2026 to Nov 2026

0%25%50%75%100%Jul 2026Aug 2026Oct 2026Nov 2026Jul 2026: 76.69%Aug 2026: 68.71%Oct 2026: 78.82%Nov 2026: 83.03%Jul 2026: 71.51%Aug 2026: 68.12%Oct 2026: 77.06%Nov 2026: 76.85%Jul 2026: 40.84%Aug 2026: 40.20%Oct 2026: 48.24%Nov 2026: 49.90%Jul 2026: 43.03%Aug 2026: 27.72%Oct 2026: 28.82%Nov 2026: 35.13%Jul 2026: 26.29%Aug 2026: 19.21%Oct 2026: 25.88%Nov 2026: 26.55%Jul 2026: 5.38%Aug 2026: 4.95%Oct 2026: 7.25%Nov 2026: 19.36%Jul 2026: 4.58%Aug 2026: 2.77%Oct 2026: 5.88%Nov 2026: 9.38%Jul 2026: 4.58%Aug 2026: 1.78%Oct 2026: 0.98%Nov 2026: 2.79%
  • The Farmer’s Dog83.03%
  • JustFoodForDogs76.85%
  • Freshpet49.90%
  • Nom Nom35.13%
  • PetPlate26.55%
  • A Pup Above19.36%
  • Sundays for Dogs9.38%
  • Maev2.79%

Separate selected monthly samples. Missing points are unavailable, not zero. Provider/prompt equivalence is unverified; rate movement does not demonstrate causation.

Company-by-company findings

Maev

Questions This Section Answers

  • What measured visibility pattern and review priority does Maev have in Fresh Dog Food and Pet Meal Delivery?

Maev recorded 19 mentions (3.79%) and 14 recommendations (2.79%) across 501 answers included in the benchmark. Top 3 placements numbered 2; first-place recommendations numbered 0. Framing among its mentions was 14 positive, 5 neutral and 0 negative.

From October 2026 to November 2026, Maev's mention count rose from 7 to 19, while its recommendation count rose from 5 to 14. The recommendation rate was 0.98% and 2.79% respectively.

AI answers contained 6 conflicting claims about Maev: 0 critical, 0 high, 6 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

monthly price

medium

often over $200/month even for medium dogs

$112 for a 10 lb bag

cost relative to The Farmer's Dog

medium

Maev more affordable than The Farmer's Dog (at least for small/medium dogs)

Maev more expensive than The Farmer's Dog

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What are the luxury dog food brands?

2

1

1

What dog food is closest to human food?

4

1

1

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://meetmaev.com/products/raw-food.

Selected third-party review candidate: https://holisticdigest.com/post/is-raw-really-best-we-test-top-raw-dog-foods.

Maev is mentioned rarely but is recommended in most of the answers that name it, which points to a small, engaged footprint rather than broad reach. Its first-place placements are minimal, so the brand is present in consideration but seldom the leading pick.

The recorded conflicts concern monthly price and cost relative to The Farmer’s Dog. We would propose a conditional fact-check of those claims against current primary sources, then a page brief for the owned product page and a review of the third-party raw-food article, with corrections only where verification supports them.

Nom Nom

Questions This Section Answers

  • What measured visibility pattern and review priority does Nom Nom have in Fresh Dog Food and Pet Meal Delivery?

Nom Nom recorded 216 mentions (43.11%) and 176 recommendations (35.13%) across 501 answers included in the benchmark. Top 3 placements numbered 69; first-place recommendations numbered 3. Framing among its mentions was 186 positive, 27 neutral and 3 negative.

From October 2026 to November 2026, Nom Nom's mention count rose from 178 to 216, while its recommendation count rose from 147 to 176. The recommendation rate was 28.82% and 35.13% respectively.

AI answers contained 8 conflicting claims about Nom Nom: 0 critical, 4 high, 4 medium, 0 low. Of these, 4 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

packaging / portioning format

medium

pre-portioned single-serving tear-open packets

standardized multi-serving packs, not individually per-meal labeled

relative price vs The Farmer's Dog

high

Nom Nom is more expensive than The Farmer's Dog

Nom Nom is cheaper than The Farmer's Dog

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best dog food subscription service?

5

4

4

Which fresh dog food brand is best?

5

4

4

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://nomnomnow.com/.

Selected third-party review candidate: https://deliveryrank.com/blog/nom-nom-vs-the-farmers-dog.

Nom Nom is named in a large share of answers and recommended in most of those, a strong reach-to-endorsement pattern. First-place placements are few, so the brand is a frequent alternative rather than the default pick.

The recorded conflicts include a high-priority disagreement over price relative to The Farmer’s Dog and a medium one over packaging format. We would propose verifying both against current primary sources, then a page brief for the owned site and a review of the comparison article, treating corrections as conditional on that verification.

Freshpet

Questions This Section Answers

  • What measured visibility pattern and review priority does Freshpet have in Fresh Dog Food and Pet Meal Delivery?

Freshpet recorded 278 mentions (55.49%) and 250 recommendations (49.90%) across 501 answers included in the benchmark. Top 3 placements numbered 94; first-place recommendations numbered 25. Framing among its mentions was 258 positive, 20 neutral and 0 negative.

From October 2026 to November 2026, Freshpet's mention count fell from 289 to 278, while its recommendation count rose from 246 to 250. The recommendation rate was 48.24% and 49.90% respectively.

AI answers contained 14 conflicting claims about Freshpet: 0 critical, 0 high, 14 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

human-grade ingredient certification

medium

not human-grade / feed-grade

not every product positioned as human-grade (implies some are)

daily cost of fresh food subscriptions

medium

$1.50–$4.50+ per day

$2–$12 per day

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best fresh dog food to get?

6

6

6

What is the best fresh dog food?

6

6

6

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected third-party review candidate: https://freshpet.com/products/complete-nutrition-chicken-recipe-with-wholesome-grains.

Freshpet holds a solid middle position, named in roughly half of answers and recommended in most of those, with a meaningful share of top-three placements. Its framing is almost entirely positive, so the constraint is position rather than sentiment.

The recorded conflicts concern human-grade positioning and daily cost ranges. We would propose a fact-check of both against current primary sources, then a review of the selected product page and the comparison article, with any correction conditional on what verification shows.

PetPlate

Questions This Section Answers

  • What measured visibility pattern and review priority does PetPlate have in Fresh Dog Food and Pet Meal Delivery?

PetPlate recorded 159 mentions (31.74%) and 133 recommendations (26.55%) across 501 answers included in the benchmark. Top 3 placements numbered 34; first-place recommendations numbered 2. Framing among its mentions was 142 positive, 17 neutral and 0 negative.

From October 2026 to November 2026, PetPlate's mention count rose from 142 to 159, while its recommendation count rose from 132 to 133. The recommendation rate was 25.88% and 26.55% respectively.

AI answers contained 1 conflicting claim about PetPlate: 0 critical, 1 high, 0 medium, 0 low. Of these, 1 was rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

which company is cheaper

high

PetPlate is cheaper than The Farmer's Dog

The Farmer's Dog is cheaper than PetPlate

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What's the cheapest dog food delivery service?

4

4

2

What is the best fresh food to feed your dog?

5

3

2

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://petplate.com/.

Selected third-party review candidate: https://thefarmersdog.com/faq.

PetPlate is named in a moderate share of answers and recommended in most of those, but first-place placements are rare. The brand is a credible alternative in consideration sets without often being the leading choice.

The single recorded conflict is a high-priority disagreement over which company is cheaper relative to The Farmer’s Dog. We would propose verifying that comparison against current primary sources, then a page brief for the owned site and a review of the linked FAQ page, with corrections only if verification supports them.

A Pup Above

Questions This Section Answers

  • What measured visibility pattern and review priority does A Pup Above have in Fresh Dog Food and Pet Meal Delivery?

A Pup Above recorded 105 mentions (20.96%) and 97 recommendations (19.36%) across 501 answers included in the benchmark. Top 3 placements numbered 37; first-place recommendations numbered 3. Framing among its mentions was 100 positive, 5 neutral and 0 negative.

From October 2026 to November 2026, A Pup Above's mention count rose from 40 to 105, while its recommendation count rose from 37 to 97. The recommendation rate was 7.25% and 19.36% respectively.

AI answers contained 0 conflicting claims about A Pup Above: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best gently cooked dog food?

5

3

3

What dog foods have a 5 star rating?

2

2

2

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected third-party review candidate: https://apupabove.com/blogs/all/fresh-dog-food-brands-compared.

A Pup Above is named in a smaller share of answers but recommended in nearly all of them, an efficient reach-to-endorsement pattern. First-place placements are limited, so the brand is well regarded when it appears without often leading.

No conflicting claims were recorded, so the priority is different: a page brief for the owned comparison article and a check that its facts are current, plus buyer-question content drawn from the observed questions. No correction work is proposed here.

JustFoodForDogs

Questions This Section Answers

  • What measured visibility pattern and review priority does JustFoodForDogs have in Fresh Dog Food and Pet Meal Delivery?

JustFoodForDogs recorded 417 mentions (83.23%) and 385 recommendations (76.85%) across 501 answers included in the benchmark. Top 3 placements numbered 317; first-place recommendations numbered 94. Framing among its mentions was 390 positive, 27 neutral and 0 negative.

From October 2026 to November 2026, JustFoodForDogs' mention count fell from 424 to 417, while its recommendation count fell from 393 to 385. The recommendation rate was 77.06% and 76.85% respectively.

AI answers contained 0 conflicting claims about JustFoodForDogs: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best fresh cooked dog food?

6

6

6

What is the best fresh dog food company?

6

6

6

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected third-party review candidate: https://justfoodfordogs.com/.

JustFoodForDogs is named in most answers and recommended in most of those, with a large share of top-three placements. It sits firmly in the leading tier, and its framing is overwhelmingly positive.

No conflicting claims were recorded, so the work is maintenance rather than repair. We would propose a page brief for the owned site and a review of the linked comparison pages to confirm their facts remain current, keeping any edits conditional on verification.

Sundays for Dogs

Questions This Section Answers

  • What measured visibility pattern and review priority does Sundays for Dogs have in Fresh Dog Food and Pet Meal Delivery?

Sundays for Dogs recorded 63 mentions (12.57%) and 47 recommendations (9.38%) across 501 answers included in the benchmark. Top 3 placements numbered 15; first-place recommendations numbered 2. Framing among its mentions was 48 positive, 15 neutral and 0 negative.

From October 2026 to November 2026, Sundays for Dogs' mention count rose from 36 to 63, while its recommendation count rose from 30 to 47. The recommendation rate was 5.88% and 9.38% respectively.

AI answers contained 4 conflicting claims about Sundays for Dogs: 0 critical, 0 high, 4 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

daily cost

medium

~$2.80-$3.10/day

~$2-$9/day

daily cost

medium

~$6.15/day

~$2.80-$3.10/day

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

Which dog foods are human-grade?

5

3

3

What is the best dog food for picky eaters?

3

2

2

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://sundaysfordogs.com/.

Selected third-party review candidate: https://petful.com/food/the-farmers-dog-cost/.

Sundays for Dogs is named in a modest share of answers and recommended in most of those, with few first-place placements. The brand is a recognized option without often being the leading pick.

The recorded conflicts concern daily cost, with several different figures appearing across answers. We would propose a fact-check of the cost claims against current primary sources, then a page brief for the owned site and a review of the linked cost article, with corrections conditional on verification.

The Farmer’s Dog

Questions This Section Answers

  • What measured visibility pattern and review priority does The Farmer’s Dog have in Fresh Dog Food and Pet Meal Delivery?

The Farmer’s Dog recorded 462 mentions (92.22%) and 416 recommendations (83.03%) across 501 answers included in the benchmark. Top 3 placements numbered 382; first-place recommendations numbered 273. Framing among its mentions was 419 positive, 41 neutral and 2 negative.

From October 2026 to November 2026, The Farmer’s Dog's mention count fell from 465 to 462, while its recommendation count rose from 402 to 416. The recommendation rate was 78.82% and 83.03% respectively.

AI answers contained 11 conflicting claims about The Farmer’s Dog: 0 critical, 2 high, 9 medium, 0 low. Of these, 2 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

daily cost

medium

~$6.48/day

~$2.30-$27/day

product line (fresh only vs also shelf-stable)

medium

also offers shelf-stable Instant Fresh

fresh/refrigerated only

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best fresh cooked dog food?

6

6

6

What is the best fresh dog food to get?

6

6

6

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://thefarmersdog.com/.

Selected third-party review candidate: https://petful.com/food/the-farmers-dog-cost/.

The Farmer’s Dog leads the peer set on every measure, named in nearly all answers and recommended in most, with the largest share of first-place placements. Its framing is almost entirely positive, so the task is protecting a strong position rather than building one.

The recorded conflicts concern daily cost and whether the product line includes shelf-stable options. We would propose verifying both against current primary sources, then a page brief for the owned site and a review of the linked cost article, with corrections only where verification supports them.

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The CiteWorks five-step improvement plan

Step 1. Establish the baseline

Questions This Section Answers

  • What should the agency deliver when it works to establish the baseline for Fresh Dog Food and Pet Meal Delivery?

We would start by building a scorecard that records each company’s mentions, recommendations and placements alongside the sample coverage for the month. Each entry gets an owner, an evidence requirement and a review status so later changes can be traced back to a documented baseline.

The scorecard should also note which months are comparable and which are not, so future readers do not treat sample differences as performance shifts.

Step 2. Verify disputed facts

Questions This Section Answers

  • What should the agency deliver when it works to verify disputed facts for Fresh Dog Food and Pet Meal Delivery?

AI answers contained 44 conflicting claims across 6 companies. Another 0 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.

Before any correction is proposed, each disputed claim needs its entity, date and source resolved. Some apparent conflicts may reflect different dates or different product lines rather than an error, so verification against current primary sources comes first.

Claims with uncertain company matches stay outside the correction queue. Confirmed edits, no-change decisions and open questions are recorded separately so the outcome of each check is visible.

Step 3. Review owned pages

Questions This Section Answers

  • What should the agency deliver when it works to review owned pages for Fresh Dog Food and Pet Meal Delivery?

For each selected owned page, we would prepare a brief that lists the facts to confirm, the buyer questions the page should answer and the claims that need a current source. The brief is a plan, not an instruction to edit.

Edits proceed only after verification, and each change is logged with its evidence so the page’s history stays clear.

Step 4. Review third-party sources

Questions This Section Answers

  • What should the agency deliver when it works to review third-party sources for Fresh Dog Food and Pet Meal Delivery?

Third-party sources are reviewed for accuracy and relevance before any request is made. A citation in an answer does not show that the source influenced the answer, so requests should rest on verified inaccuracies, not on citation counts alone.

Where a source is accurate, we record a no-change decision. Where a request is justified, we prepare an evidence-backed package and track the response separately from answer outcomes.

Step 5. Address buyer questions and measure again

Questions This Section Answers

  • What should the agency deliver when it works to address buyer questions and measure again for Fresh Dog Food and Pet Meal Delivery?

The observed buyer questions give us a starting list for content briefs, but they are recorded answer observations rather than proof of search demand. Briefs should answer the question directly and cite verifiable facts.

After work is delivered, we measure again and report completed work separately from answer outcomes, noting the comparability limits of each sample.

Third-party authority and citation opportunities

Questions This Section Answers

  • Which cited publisher pages support targeted source review in Fresh Dog Food and Pet Meal Delivery?

Publisher page selected for review

Citation appearances in all captured answers

Companies covered by the page selection

https://petful.com/food/the-farmers-dog-cost/

18

Sundays for Dogs, The Farmer’s Dog

https://businessinsider.com/guides/pets/best-fresh-dog-food

172

The Farmer’s Dog

https://justfoodfordogs.com/

96

JustFoodForDogs

https://thecustomerdigest.com/post/freshpet-vs-ollie-vs-justfoodfordogs-vs-the-farmers-dog-we-tested-fresh-dog-food-subscriptions-and-found-a-clear-winner

37

Freshpet

https://webvet.com/farmers-dog-vs-ollie-vs-freshpet-vs-justfoodfordogs/

34

JustFoodForDogs

https://thefarmersdog.com/faq

18

PetPlate

https://deliveryrank.com/blog/nom-nom-vs-the-farmers-dog

9

Nom Nom

https://thedogtale.com/maev-vs-farmers-dog/

9

Maev

https://mysubscriptionaddiction.com/farmers-dog-vs-ollie-vs-nom-nom-my-dog-tried-all-3-and-heres-her-favorite

7

Nom Nom

https://holisticdigest.com/post/is-raw-really-best-we-test-top-raw-dog-foods

6

Maev

These pages are candidates for review, not confirmed errors. Citation appearances are counted across the captured answers and are not added again for each company.

The linked publishers vary widely in how often they appear across captured answers, and a page can cover more than one company. Frequency of citation is a prioritization signal, not evidence that a page shaped any answer, so it should not be treated as influence.

We would review the highest-appearance pages first, confirm their current contents and check the specific claims they make about each company. Only verified inaccuracies justify a request, and each request is logged with its evidence and outcome.

What we'd prioritize first

Period

Deliverable

Completion criterion

Days 1–30

Baseline scorecard, scoped fact-review register and page/source shortlist

Each record has an owner, evidence requirement and review status

Days 31–60

Approved page briefs and justified publisher requests

Separate confirmed edits, no-change decisions, requests and responses

Days 61–90

Buyer-content briefs and a fresh scorecard

Record work completed separately from measured answer outcomes and comparability limits

The first priority is the recommendation gap: several brands are named often but endorsed far less often, and that is where content and evidence work can plausibly help. The second is the cluster of price and format conflicts, which affect buyer decisions and need verification before any correction.

The leading brands need protection rather than repair, so their work is lighter: confirm facts, keep pages current and watch for drift. Smaller brands with efficient endorsement patterns are better served by targeted page and question content than by broad outreach.

We would sequence the work as a baseline scorecard, then verified fact reviews and page briefs, then buyer-question content, measuring again at the end without promising specific gains.

Methodology and conclusion

Questions This Section Answers

  • What do the Fresh Dog Food and Pet Meal Delivery sample and source-review limits allow us to conclude?

This report covers 2026-11. The exact dates when the original AI answers were collected have not been verified. The visibility rates use 501 answers that met the benchmark's inclusion rules. A company is recommended only when the answer both endorses it and uses positive wording. Top 3 and first-place counts are part of those recommendations, not extra recommendations.

An answer can mention or recommend several companies, so company counts cannot be added to find the number of distinct answers. The net sentiment score is positive minus negative mentions, divided by all company mentions; it describes answer wording, not customer satisfaction.

The wider citation analysis covers 800 captured answers and 5611 appearances of cited URLs. Citation appearances across all captured answers differ from the number of benchmark answers citing a page and the number that also recommend a company. The current contents of cited pages and disputed company claims still need independent verification.

Monthly sample coverage:

Reporting month

Answers included

AI services covered

Services

Jul 2026

502

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Aug 2026

505

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Oct 2026

510

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Nov 2026

501

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Reliable results for September 2026 are unavailable. This is a gap in the history, not a result of zero.

The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.

This report covers a single month, and the exact collection dates of the original answers are unverified. The visibility rates rest on the answers that met the benchmark’s inclusion rules, and a company counts as recommended only when an answer both endorses it and uses positive wording.

An answer can name several companies, so company counts cannot be added to find a number of distinct answers. Sentiment describes answer wording, not customer satisfaction. The wider citation analysis covers more answers than the benchmark and should not be read as the same measure.

Monthly samples differ, and one month has no reliable results. Comparisons show how recorded results changed, not why. Proposed next steps are a baseline scorecard, verified fact reviews, page and source briefs and buyer-question content, with outcomes measured separately from delivered work.

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Understanding AI search visibility.

AI search experiences create answers by pulling information from many places online and summarizing it into a single response.

What Is AI Citation Intelligence?
AI citation intelligence is the process of measuring where AI platforms source their information and how frequently a brand is mentioned or referenced in AI-generated responses. Because LLMs synthesize across multiple sources, the sites and brands that appear repeatedly tend to influence how a topic or company is framed. This practice focuses on identifying which sources shape AI outputs and tracking brand visibility across different AI systems.
What Is Citation Architecture?
Citation architecture describes the set of sources that consistently inform how AI systems talk about a brand, product, or topic. LLMs draw from websites, articles, forums, and public discussion, and the sources they rely on most often become the backbone of their answers. Building strong citation architecture means ensuring that accurate, credible, high authority sources are the ones most likely to shape the way AI tools summarize and recommend a brand.
What Is Generative Engine Optimization?
Generative engine optimization (GEO) is the practice of improving the chances that AI systems use and cite your brand or content when generating answers. While traditional SEO is centered on ranking pages in search results, GEO focuses on how LLMs retrieve, interpret, and combine information when responding to a question. The objective is to strengthen the content and sources AI systems rely on, so your brand is treated as a trusted reference in AI responses.
What Is AI Share of Voice?
AI share of voice tracks how often a brand appears in AI-generated answers compared with competitors in the same category. It reflects visibility across AI platforms such as ChatGPT, Gemini, Claude, and Perplexity. Monitoring AI share of voice helps organizations see whether AI systems consistently include and recommend their brand for key queries or whether competitor brands are showing up more often.

About The Author

Mark Huntley

Mark Huntley

Founder and CEO

Mark Huntley, J.D. is founder of CiteWorks Studio, a strategic advisory focused on visibility, authority, and recommendation presence in AI-shaped search environments. His work centers on embedding-level GEO, vector optimization, and cosine gap engineering — helping brands align their digital presence with the retrieval systems that increasingly shape discovery, interpretation, and choice.

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