Dog Toys and Pet Enrichment Products in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them
This analysis is based on the source benchmark: Dog Toys and Pet Enrichment Products AI visibility benchmark
Key Takeaways
- Kong Company led the set on mentions and recommendations, but also had the most conflicting claims to verify.
- West Paw and Nylabone had strong visibility, yet their recommendation rates lagged behind their mention rates.
- BarkBox had the weakest presence overall, though its latest sample showed a small rise from a low base.
- The most cited third-party pages were concentrated around a few buying guides and retailer listings, making them the first review targets.
Companies covered: Nylabone, West Paw, Kong Company, Outward Hound, BarkBox(parent: Bark Inc), Chuckit!(brand of Petmate/Doskocil Mfg)
Answer Capsule
The November 2026 Dog Toys and Pet Enrichment Products benchmark compares 6 companies across 524 AI answers that met its inclusion rules. Kong Company recorded 414 mentions and 300 recommendations (57.25% 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 Dog Toys and Pet Enrichment Products benchmark show about mentions, recommendations and placement?
Rank | Company | Mentions | Mention rate | Recommendations | Recommendation rate | Top 3 | Top 3 rate | #1 | #1 rate |
|---|---|---|---|---|---|---|---|---|---|
1 | Kong Company | 414 | 79.01% | 300 | 57.25% | 220 | 41.98% | 199 | 37.98% |
2 | West Paw | 359 | 68.51% | 251 | 47.90% | 177 | 33.78% | 48 | 9.16% |
3 | Outward Hound | 255 | 48.66% | 155 | 29.58% | 85 | 16.22% | 36 | 6.87% |
4 | Chuckit!(brand of Petmate/Doskocil Mfg) | 231 | 44.08% | 134 | 25.57% | 75 | 14.31% | 20 | 3.82% |
5 | Nylabone | 202 | 38.55% | 120 | 22.90% | 57 | 10.88% | 18 | 3.44% |
6 | BarkBox(parent: Bark Inc) | 69 | 13.17% | 17 | 3.24% | 7 | 1.34% | 5 | 0.95% |
The peer set splits into a clear top tier and a long tail. Kong Company and West Paw lead on both mentions and recommendations, while Outward Hound, Chuckit!(brand of Petmate/Doskocil Mfg) and Nylabone form a middle band with solid visibility but weaker endorsement. BarkBox(parent: Bark Inc) sits far behind on every measure.
The gap between mentions and recommendations matters more than raw reach. A company can appear in many answers without being endorsed, and that is where the middle band loses ground. Closing that gap is a content and evidence problem, not a volume problem.
We would treat the leaders as benchmarks for framing and the middle band as the real opportunity. The first move is a scorecard that separates reach from endorsement so the client can see which gap to work on.
What changed since last month
Questions This Section Answers
- What changed across the usable monthly Dog Toys and Pet Enrichment Products snapshots?
Company | Aug 2026 | Sep 2026 | Oct 2026 | Nov 2026 |
|---|---|---|---|---|
Kong Company | 535 / 641 (83.46%) | 541 / 645 (83.88%) | 514 / 610 (84.26%) | 300 / 524 (57.25%) |
West Paw | 410 / 641 (63.96%) | 429 / 645 (66.51%) | 391 / 610 (64.10%) | 251 / 524 (47.90%) |
Outward Hound | 331 / 641 (51.64%) | 327 / 645 (50.70%) | 296 / 610 (48.52%) | 155 / 524 (29.58%) |
Chuckit!(brand of Petmate/Doskocil Mfg) | 0 / 641 (0.00%) | 0 / 645 (0.00%) | 63 / 610 (10.33%) | 134 / 524 (25.57%) |
Nylabone | 271 / 641 (42.28%) | 225 / 645 (34.88%) | 243 / 610 (39.84%) | 120 / 524 (22.90%) |
BarkBox(parent: Bark Inc) | 0 / 641 (0.00%) | 0 / 645 (0.00%) | 7 / 610 (1.15%) | 17 / 524 (3.24%) |
Only months with verified results are shown. Monthly sample coverage is listed in Methodology.
The monthly results are separate samples, and the answer totals differ between them. Kong Company, West Paw, Outward Hound and Nylabone all recorded lower mention and recommendation counts in the latest month than in the prior one. Chuckit!(brand of Petmate/Doskocil Mfg) and BarkBox(parent: Bark Inc) moved the other way, from little or no presence to a measurable one.
These movements describe what was recorded, not why. The samples are not like-for-like, so the changes should be read as directional signals rather than performance trends. We would document the comparability limits alongside the scorecard so future months can be read with more confidence.
AI recommendation trend
Observed recommendation rate (%), Aug 2026 to Nov 2026
- Kong Company57.25%
- West Paw47.90%
- Outward Hound29.58%
- Chuckit!(brand of Petmate/Doskocil Mfg)25.57%
- Nylabone22.90%
- BarkBox(parent: Bark Inc)3.24%
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
Nylabone
Questions This Section Answers
- What measured visibility pattern and review priority does Nylabone have in Dog Toys and Pet Enrichment Products?
Nylabone recorded 202 mentions (38.55%) and 120 recommendations (22.90%) across 524 answers included in the benchmark. Top 3 placements numbered 57; first-place recommendations numbered 18. Framing among its mentions was 142 positive, 60 neutral and 0 negative.
From October 2026 to November 2026, Nylabone's mention count fell from 262 to 202, while its recommendation count fell from 243 to 120. The recommendation rate was 39.84% and 22.90% respectively.
AI answers contained 3 conflicting claims about Nylabone: 0 critical, 0 high, 2 medium, 1 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 |
|---|---|---|---|
manufacturing location | medium | made in USA | some products made overseas |
Nylabone Power Chew price range | low | $10–$20 | $10–$15 |
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 chew toys are safe to leave a dog alone with? | 3 | 3 | 3 |
What's the best chew toy? | 3 | 3 | 3 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://nylabone.com/faq.
Selected third-party review candidate: https://chewy.com/nylabone-power-chew-flavor-frenzy/dp/137745.
Nylabone has strong reach but a wide gap between mentions and recommendations, and its recorded counts fell in the latest sample. The conflicting claims concern manufacturing location and a product price range, both of which are checkable against primary sources.
We would propose a conditional fact-check brief covering those two topics, with a page review of the owned FAQ and the selected retailer listing. Any correction would wait on current verification.
West Paw
Questions This Section Answers
- What measured visibility pattern and review priority does West Paw have in Dog Toys and Pet Enrichment Products?
West Paw recorded 359 mentions (68.51%) and 251 recommendations (47.90%) across 524 answers included in the benchmark. Top 3 placements numbered 177; first-place recommendations numbered 48. Framing among its mentions was 286 positive, 73 neutral and 0 negative.
From October 2026 to November 2026, West Paw's mention count fell from 398 to 359, while its recommendation count fell from 391 to 251. The recommendation rate was 64.10% and 47.90% respectively.
AI answers contained 5 conflicting claims about West Paw: 0 critical, 1 high, 1 medium, 3 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 |
|---|---|---|---|
West Paw Jive Ball price | low | ~$22 | $21.95 |
West Paw Zogoflex Tux price range | low | $18–$25 | $20–$25 |
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 most popular dog toy right now? | 5 | 4 | 4 |
What to give a dog that destroys everything? | 4 | 4 | 4 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://westpaw.com/.
Selected third-party review candidate: https://chewy.com/ca/west-paw-zogoflex-toppl-tough-treat/dp/1000104311?gad_campaignid=21002931069&gad_source=1&gbraid=0AAAAApnr0YiOhK30KMUgBVfsAqIPXH2lM.
West Paw pairs high visibility with a recommendation rate well below the leader, and its recorded counts fell in the latest sample. The conflicting claims are minor price differences, which are the kind of detail that dates quickly.
We would propose a price-accuracy fact check against current primary sources, plus a review of the owned homepage and the selected retailer page. Corrections would be conditional on what verification shows.
Kong Company
Questions This Section Answers
- What measured visibility pattern and review priority does Kong Company have in Dog Toys and Pet Enrichment Products?
Kong Company recorded 414 mentions (79.01%) and 300 recommendations (57.25%) across 524 answers included in the benchmark. Top 3 placements numbered 220; first-place recommendations numbered 199. Framing among its mentions was 340 positive, 74 neutral and 0 negative.
From October 2026 to November 2026, Kong Company's mention count fell from 533 to 414, while its recommendation count fell from 514 to 300. The recommendation rate was 84.26% and 57.25% respectively.
AI answers contained 14 conflicting claims about Kong Company: 0 critical, 4 high, 10 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 |
|---|---|---|---|
KONG Extreme price | medium | $14.99 | $26.99 |
Kong Classic engagement time | medium | 30 to 60+ minutes | 20-45 minutes |
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 best toys for Labradors? | 6 | 6 | 5 |
What are the best dog toys for bored chewers? | 4 | 4 | 4 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://kongcompany.com/.
Selected third-party review candidate: https://businessinsider.com/guides/pets/best-dog-toys-aggressive-chewers.
Kong Company leads the peer set on reach and endorsement, but it also carries the largest number of conflicting claims, including high-priority ones. Price and engagement-time discrepancies are the sort of detail buyers rely on when comparing products.
We would propose a prioritized fact-check brief on the high-priority topics first, then a review of the owned site and the selected publisher guide. Any correction would follow verification, not the AI claims themselves.
Outward Hound
Questions This Section Answers
- What measured visibility pattern and review priority does Outward Hound have in Dog Toys and Pet Enrichment Products?
Outward Hound recorded 255 mentions (48.66%) and 155 recommendations (29.58%) across 524 answers included in the benchmark. Top 3 placements numbered 85; first-place recommendations numbered 36. Framing among its mentions was 179 positive, 76 neutral and 0 negative.
From October 2026 to November 2026, Outward Hound's mention count fell from 303 to 255, while its recommendation count fell from 296 to 155. The recommendation rate was 48.52% and 29.58% respectively.
AI answers contained 2 conflicting claims about Outward Hound: 0 critical, 0 high, 2 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 |
|---|---|---|---|
Dog Brick puzzle price | medium | $24.99 | $20.99 |
Nina Ottosson Dog Brick price | medium | $8.49 (sale) / $20 list | $20.99 |
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 toy to keep a dog entertained? | 5 | 5 | 4 |
What are the best toys for a German Shepherd? | 5 | 4 | 3 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://outwardhound.com/.
Selected third-party review candidate: https://petacent.com/reviews/best-dog-puzzle-toys.
Outward Hound holds a mid-table position with a recommendation rate below its mention rate, and its recorded counts fell in the latest sample. The conflicting claims concern puzzle pricing, including a sale-price ambiguity that may simply reflect different dates.
We would propose a dated price fact check and a review of the owned site and the selected puzzle-toy publisher page. Corrections would be conditional on current verification.
BarkBox(parent: Bark Inc)
Questions This Section Answers
- What measured visibility pattern and review priority does BarkBox(parent: Bark Inc) have in Dog Toys and Pet Enrichment Products?
BarkBox(parent: Bark Inc) recorded 69 mentions (13.17%) and 17 recommendations (3.24%) across 524 answers included in the benchmark. Top 3 placements numbered 7; first-place recommendations numbered 5. Framing among its mentions was 25 positive, 44 neutral and 0 negative.
From October 2026 to November 2026, BarkBox(parent: Bark Inc)'s mention count rose from 13 to 69, while its recommendation count rose from 7 to 17. The recommendation rate was 1.15% and 3.24% respectively.
AI answers contained 6 conflicting claims about BarkBox(parent: Bark Inc): 0 critical, 2 high, 3 medium, 1 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 |
|---|---|---|---|
cancellation contact email | low | happyteam@bark.co | happy@barkbox.com |
current availability of free dog Crocs offer | high | offer is currently active/available | no currently active free offer |
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 most popular pet toys? | 2 | 2 | 1 |
What toys are good for dogs that like to destroy things? | 3 | 2 | 1 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://bark.co/.
Selected third-party review candidate: https://consumeraffairs.com/pets/barkbox.html.
BarkBox(parent: Bark Inc) has the weakest presence in the peer set, with most mentions framed neutrally rather than positively. Its recorded counts rose in the latest sample, though from a low base. One conflicting claim is rated high priority and concerns whether a promotional offer is currently available.
We would propose a time-sensitive fact check on that offer and a review of the owned site and the selected consumer review page. Any correction would wait on current verification.
Chuckit!(brand of Petmate/Doskocil Mfg)
Questions This Section Answers
- What measured visibility pattern and review priority does Chuckit!(brand of Petmate/Doskocil Mfg) have in Dog Toys and Pet Enrichment Products?
Chuckit!(brand of Petmate/Doskocil Mfg) recorded 231 mentions (44.08%) and 134 recommendations (25.57%) across 524 answers included in the benchmark. Top 3 placements numbered 75; first-place recommendations numbered 20. Framing among its mentions was 157 positive, 74 neutral and 0 negative.
From October 2026 to November 2026, Chuckit!(brand of Petmate/Doskocil Mfg)'s mention count rose from 70 to 231, while its recommendation count rose from 63 to 134. The recommendation rate was 10.33% and 25.57% respectively.
AI answers contained 1 conflicting claim about Chuckit!(brand of Petmate/Doskocil Mfg): 0 critical, 0 high, 0 medium, 1 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 |
|---|---|---|---|
Chuckit! Ultra Ball price | low | $9.95-$11 | $12.95-$14 |
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 best toys for Labradors? | 6 | 6 | 4 |
What are the best toys for a German Shepherd? | 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://petmate.com/blogs/petmate-academy/best-interactive-puppy-toys-and-how-to-choose.
Selected third-party review candidate: https://dogtuff.com/products/jive?srsltid=AfmBOoruBaDhhMah5cS0srJPQM7tHNvqYupda56LwGJ_8aZPtFyEupC2.
Chuckit!(brand of Petmate/Doskocil Mfg) recorded a marked rise in both mentions and recommendations in the latest sample, though the samples are not like-for-like. Its single conflicting claim is a low-priority price difference.
We would propose a light fact-check brief on the ball pricing and a review of the selected owned blog page and the third-party product page. Corrections would be conditional on verification.
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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 Dog Toys and Pet Enrichment Products?
Build a scorecard that records mentions, recommendations, placements and framing for each company in the peer set, with the sample size and coverage noted beside every figure. The point is a traceable baseline the client can return to, not a single headline number.
Document the comparability limits at the same time, so later months are read as separate samples rather than a continuous trend.
Step 2. Verify disputed facts
Questions This Section Answers
- What should the agency deliver when it works to verify disputed facts for Dog Toys and Pet Enrichment Products?
AI answers contained 31 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.
Work through the conflicting claims company by company, starting with the high-priority ones. Each claim needs its entity, date and source resolved before anyone decides whether a correction is warranted.
Ambiguous company matches stay out of the queue. The output is a scoped register showing which claims are confirmed, which need no change and which remain open, each with an owner and an evidence requirement.
Step 3. Review owned pages
Questions This Section Answers
- What should the agency deliver when it works to review owned pages for Dog Toys and Pet Enrichment Products?
Assign page briefs to the owned URLs already selected for review. Each brief should state what the page needs to answer and which facts must be verified against current primary sources before any edit.
Briefs are proposals for work, not findings about what the pages currently say. Confirmed edits and no-change decisions are recorded separately.
Step 4. Review third-party sources
Questions This Section Answers
- What should the agency deliver when it works to review third-party sources for Dog Toys and Pet Enrichment Products?
Prepare source-review packages for the selected third-party pages, starting with those that appear most often across captured answers. A citation does not establish that a source influenced an answer, so each package should describe what the page covers and what would need checking.
Requests to publishers follow only after the page contents are verified. Responses and non-responses are logged separately from any 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 Dog Toys and Pet Enrichment Products?
Turn the observed buyer questions into content briefs, grouped by the themes the answers already show, such as durable chewers, breed-specific toys and puzzle play. These are recorded observations, not verified demand.
Measure again after work is delivered, keeping completed work separate from answer results. Any movement is reported with its comparability limits and without claims of success.
Third-party authority and citation opportunities
Questions This Section Answers
- Which cited publisher pages support targeted source review in Dog Toys and Pet Enrichment Products?
Publisher page selected for review | Citation appearances in all captured answers | Companies covered by the page selection |
|---|---|---|
https://businessinsider.com/guides/pets/best-dog-toys-aggressive-chewers | 40 | Kong Company |
https://citylinevet.com/veterinary-blog/dog-toys-for-chewers/ | 20 | Kong Company |
https://consumeraffairs.com/pets/barkbox.html | 18 | BarkBox(parent: Bark Inc) |
https://dailypaws.com/gear-apparel/dog-supplies/barkbox-review | 5 | BarkBox(parent: Bark Inc) |
https://petacent.com/reviews/best-dog-puzzle-toys | 5 | Outward Hound |
https://chewy.com/ca/west-paw-zogoflex-toppl-tough-treat/dp/1000104311?gad_campaignid=21002931069&gad_source=1&gbraid=0AAAAApnr0YiOhK30KMUgBVfsAqIPXH2lM | 1 | West Paw |
https://chewy.com/nina-ottosson-by-outward-hound/product-reviews/253245 | 1 | Outward Hound |
https://chewy.com/nylabone-power-chew-flavor-frenzy/dp/137745 | 1 | Nylabone |
https://dogtuff.com/products/jive?srsltid=AfmBOoruBaDhhMah5cS0srJPQM7tHNvqYupda56LwGJ_8aZPtFyEupC2 | 1 | Chuckit!(brand of Petmate/Doskocil Mfg) |
https://dogtuff.com/products/west-paw-tux | 1 | West Paw |
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 publisher list is uneven. A small number of pages account for most citation appearances, led by a buying guide and a veterinary blog, while several retailer and product pages appear only once. That concentration suggests where review effort would matter most.
We would verify the contents of the highest-appearance pages first, then the company-specific review pages. Each request would rest on confirmed page contents rather than on citation counts alone, since a citation does not show that a source shaped an answer.
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 |
Start with the baseline scorecard and the fact-review register, because every later decision depends on knowing which claims are confirmed and which are open. The high-priority claims at Kong Company and BarkBox(parent: Bark Inc) should lead the queue.
Next come the page briefs and justified publisher requests, with confirmed edits, no-change decisions and requests logged separately. Buyer-question content briefs and a fresh scorecard follow, reported apart from measured answer outcomes.
The emphasis is on evidence discipline: verify before correcting, keep ambiguous matches out of the queue, and treat each month as its own sample.
Methodology and conclusion
Questions This Section Answers
- What do the Dog Toys and Pet Enrichment Products 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 524 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 4923 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 |
|---|---|---|---|
Aug 2026 | 641 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Sep 2026 | 645 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Oct 2026 | 610 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Nov 2026 | 524 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Reliable results for July 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. Visibility rates rest on the answers that met the benchmark's inclusion rules, and a recommendation requires both endorsement and positive wording. Placements sit inside recommendations rather than adding to them.
Company counts cannot be summed to find distinct answers, and the sentiment measure describes answer wording rather than customer satisfaction. The samples differ between months, so the comparisons show what was recorded, not why it changed.
We would use the proposed scorecard, fact checks and page reviews to build a verified base, then measure again with the limits stated plainly. No outcome is promised.
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