CiteWorks Studio

Pet Supplies Plus AI Market Strategy Report - Pet Retail Pet Supplies

Mark HuntleyBy Mark HuntleyFounder and CEO
10 minutes read

Key Takeaways

  • Pet Supplies Plus ranked fifth of seven tracked pet retail brands, with 10.0% valid recommendation coverage in September 2026.
  • The brand appeared in 35.2% of qualified responses but converted only 56 of 198 mentions into recommendations, showing a clear conversion gap.
  • Placement lagged behind category leaders, with a 3.5% top-three rate, a 0.7% rank-one rate, and an average recommended rank of 3.38.
  • Momentum was the strongest positive signal: coverage rose from 9.1% in July to 10.0% in September, with Google AI Mode performing best and Gemini showing the largest conversion weakness.

Answer Capsule

Pet Supplies Plus holds a measurable but secondary position in AI-generated recommendations for pet retail pet supplies, ranking fifth of seven tracked brands with 10.0% valid recommendation coverage in September 2026. The brand appears in 35.2% of qualified AI responses but converts that presence into a recommendation less than a third of the time, a conversion gap that separates it from the national leaders. Its clearest win is momentum: Pet Supplies Plus posted the largest baseline-to-current coverage gain of any tracked brand between July and September 2026. Its clearest weakness is placement, with a top-three rate of just 3.5% and a rank-one rate of 0.7%, meaning the brand is usually listed after the category leaders when it is recommended at all. The clearest opportunity is converting its growing reference base into higher-priority recommendation slots by strengthening the evidence layer that supports first-position and top-three placement.

Who This Report Is For

This report is for marketing, digital strategy, and analytics leaders at Pet Supplies Plus who need to understand how AI systems currently frame, mention, and recommend the brand during pet supply discovery and shopping conversations.

Report Card

  • Report type: AI Company Market Strategy Report
  • Target company: Pet Supplies Plus
  • Category / market studied: Pet Retail Pet Supplies
  • Reporting month: September 2026
  • AI platforms tracked: ChatGPT, Copilot, Gemini, Perplexity, Google AI Mode, Google AI Overviews
  • Public high-intent clusters: Best Pet Supplies & Pet Store Discovery (only cluster with qualified observations)
  • AI observations analyzed: 563 qualified observations
  • Competitors tracked: Chewy, PetSmart, Petco, Tractor Supply, Hollywood Feed, Petsense

Executive Summary

Pet Supplies Plus occupies a middle position in the Pet Retail Pet Supplies benchmark, with 10.0% valid recommendation coverage in September 2026, placing it fifth among seven tracked brands. The brand appears in 198 of 563 qualified AI responses, a 35.2% presence rate, but only 56 of those appearances convert into valid recommendations. That conversion pattern is the central strategic issue: the brand is visible enough to be named, but AI systems do not consistently elevate it into the shortlist of recommended retailers.

The benchmark shows a positive trajectory. Pet Supplies Plus recorded 56 valid recommendations in September 2026, up from 47 in July 2026, and its coverage rose 0.9 points from 9.1% to 10.0%, the largest baseline-to-current gain among all seven tracked brands. The brand also holds a clean sentiment profile with zero negative mentions across all 198 appearances, and its net sentiment score of 0.39 is the second-highest among the four largest brands by recommendation volume.

The weakness is placement, not presence. Pet Supplies Plus appears in top-three recommendation positions only 20 times out of 563 qualified observations, a 3.5% top-three rate, and is named first just 4 times, a 0.7% rank-one rate. When the brand is recommended, its average rank is 3.38, meaning it typically appears at the edge of the most commercially valuable recommendation positions. Chewy, by comparison, holds an 11.2% rank-one rate and an average recommended rank of 1.57.

The strongest platform signal for Pet Supplies Plus is Google AI Mode, where the brand reaches 11.9% valid recommendation coverage and records its only rank-one placements. The clearest platform gap is Gemini, where the brand appears in 45% of responses but receives valid recommendation credit in only 3.8% of observations, a stark example of presence without recommendation conversion. The benchmark's qualified observations all fall into the Best Pet Supplies & Pet Store Discovery cluster, so the public data cannot yet describe how the brand performs in pricing, value, or head-to-head comparison conversations.

What Pet Supplies Plus Is Winning

Pet Supplies Plus shows the strongest upward momentum in the category. Its valid recommendation coverage rose 0.9 points from 9.1% in July 2026 to 10.0% in September 2026, the largest baseline-to-current gain among all seven tracked brands. The brand added 9 valid recommendations over that span, growing from 47 to 56 out of a qualified set that also expanded from 516 to 563 observations.

The brand maintains a clean framing profile. Pet Supplies Plus recorded zero negative mentions across 198 total appearances in September 2026, and its net sentiment score of 0.39 is the second-highest among the brands with meaningful recommendation volume. When AI systems discuss the brand, they do so favorably or neutrally, never cautionarily.

Google AI Mode represents a meaningful pocket of recommendation strength. Pet Supplies Plus reaches 11.9% valid recommendation coverage on that platform, its highest of any tracked surface, and records its only two rank-one placements there. The platform also produces the brand's strongest top-three performance, with 9 top-three placements out of 143 observations.

Where Pet Supplies Plus Has the Clearest AI Visibility Gaps

The clearest gap is recommendation conversion. Pet Supplies Plus appears in 35.2% of qualified AI responses but converts that presence into valid recommendations only 28.3% of the time. The national leaders show a different pattern: Petco appears in 95.2% of responses and converts to recommendations in 21.6% of observations, while Chewy appears in 83.3% and converts in 25.6%. Pet Supplies Plus is being mentioned in a meaningful share of responses, but those mentions are not translating into shortlist inclusion at a competitive rate.

The placement gap is even more pronounced. Pet Supplies Plus holds a 3.5% top-three rate and a 0.7% rank-one rate, against Chewy's 14.6% and 11.2% respectively. When the brand is recommended, its average rank is 3.38, placing it consistently behind the cluster of national leaders who occupy the first and second positions. The brand is present in the conversation but rarely wins the decision moment.

Gemini is the clearest platform-level gap. Pet Supplies Plus appears in 45% of Gemini responses, its second-highest presence rate of any platform, but receives valid recommendation credit in only 3.8% of observations. The brand is being named on Gemini at a rate comparable to its overall presence, yet it is almost never recommended there. This pattern suggests the brand's evidence layer supports recognition but not selection on that platform.

The brand also shows a concentration problem in its recommendation profile. Of its 56 valid recommendations, only 20 appear in top-three positions and only 4 appear in the first position. The remaining recommendations sit in lower-priority slots where buyer attention and selection likelihood are weaker. This is a visibility-to-recommendation conversion problem layered on top of a recommendation-to-priority-placement problem.

Biggest Opportunity

The single clearest opportunity for Pet Supplies Plus is converting its growing reference base into top-three recommendation placement on Google AI Mode and closing the Gemini conversion gap. The brand already demonstrates that AI systems will name it, and Google AI Mode shows that those names can become recommendations. The path forward is to identify which prompts produce Pet Supplies Plus mentions without recommendations on Gemini and which evidence sources AI systems rely on when they do elevate the brand on Google AI Mode, then build the citation and content layer that supports consistent top-three placement across both platforms.

Prompt Evidence

Google AI Mode / Best Pet Supplies & Pet Store Discovery Prompt: "What is the best place to get pet supplies?" Result: Pet Supplies Plus appears in the response and receives recommendation credit, one of the brand's strongest discovery prompts.

Gemini / Best Pet Supplies & Pet Store Discovery Prompt: "Which pet company is the best?" Result: Pet Supplies Plus is named in the response but does not convert into a valid recommendation, illustrating the platform's presence-without-selection pattern.

Perplexity / Best Pet Supplies & Pet Store Discovery Prompt: "Where is the cheapest place to get Purina Pro Plan?" Result: Pet Supplies Plus appears in the response and receives a rank-one recommendation, one of only four rank-one placements the brand recorded across all platforms.

ChatGPT / Best Pet Supplies & Pet Store Discovery Prompt: "What is the largest pet retailer in the US?" Result: Pet Supplies Plus is mentioned as context in a response that names larger national retailers, a neutral reference rather than a recommendation.

What CiteWorks Studio Would Do Next

Phase 1: AI Market Discovery Audit Map the specific prompts, platforms, and competitor responses that produce Pet Supplies Plus mentions without recommendations, with particular focus on the Gemini presence-to-conversion gap.

Phase 2: Recommendation Readiness Plan Identify which product categories, store-availability questions, and service offerings are most likely to convert into recommendations, and prioritize the prompt families where the brand already holds presence.

Phase 3: Owned Answer Layer Buildout Develop page-level content that directly answers high-intent discovery questions with clear, citable claims about store footprint, product assortment, and service availability.

Phase 4: Citation / Authority Layer Development Strengthen the backlink-supported evidence layer and public source footprint that AI systems can retrieve when deciding which retailers to recommend in top-three positions.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track monthly changes in presence, valid recommendation coverage, top-three rate, and rank-one rate across platforms to measure whether the conversion gap is closing.

Why This Matters

AI presence alone is not enough in pet retail pet supplies. Pet Supplies Plus is being named in more than a third of qualified AI responses, yet it is recommended in only 10% of them and placed in the top three in only 3.5%. The brands winning the category are not necessarily the ones mentioned most often; they are the ones AI systems choose first. Chewy holds a rank-one rate more than fifteen times higher than Pet Supplies Plus despite appearing in fewer responses overall.

The next move for Pet Supplies Plus is not broader visibility. It is targeted correction of the prompt, page, and citation layers that determine whether a mention becomes a recommendation and whether a recommendation becomes a first-position choice. The brand's momentum and clean sentiment profile give it a foundation, but the benchmark evidence suggests those assets are not yet translating into the recommendation positions that shape buyer decisions.

Core Metrics

  • Mentions: 198
  • Valid recommendations: 56
  • Top 3 recommendation count: 20
  • Rank #1 recommendation count: 4
  • Average recommended rank: 3.38
  • Positive mentions: 78
  • Neutral mentions: 120
  • Negative mentions: 0
  • Raw mention presence rate: 35.2%
  • Valid recommendation coverage: 10.0%
  • Top 3 recommendation rate: 3.5%
  • Rank #1 recommendation rate: 0.7%
  • Strongest cluster by recommendation behavior: Best Pet Supplies & Pet Store Discovery
  • Strongest platform by recommendation behavior: Google AI Mode

Sentiment Score

Sentiment Score = (positive mentions x 1 + neutral mentions x 0 + negative mentions x -1) / total mentions

Pet Supplies Plus recorded 78 positive mentions, 120 neutral mentions, and 0 negative mentions across 198 total appearances, producing a sentiment score of 0.39.

This score matters because unclassified mention counts are misleading. A raw mention count of 198 tells you the brand is being named, but it does not tell you whether those names are recommendations, neutral references, or cautionary notes. Share of voice is a diagnostic metric, not a business KPI; it describes how often a brand appears, not whether that appearance influences buyer choice. A positive recommendation, a neutral reference, a cautionary mention, and a competitor-displaced mention are not equal, and counting all mentions as wins is bad measurement. Classified sentiment is required before interpreting AI visibility, because it separates the mentions that build recommendation momentum from the mentions that merely fill a response.

Sentiment by Platform

Platform

Mentions

Positive

Neutral

Negative

Sentiment Score

Readout

ChatGPT

20

6

14

0

0.30

Present, but not recommendation-led

Copilot

36

12

24

0

0.33

Present as context, not recommendation

Gemini

36

16

20

0

0.44

Present, but not recommendation-led

Perplexity

22

7

15

0

0.32

Positive, but sample too small

Google AI Mode

50

22

28

0

0.44

Strongest public recommendation signal

Google AI Overviews

34

15

19

0

0.44

Present, but not recommendation-led

Methodology

  1. Report orientation: This is a benchmark-based AI market strategy report for Pet Supplies Plus, derived from the LLM Authority Index Pet Retail Pet Supplies AI Market Discovery Index and CiteWorks Studio's AI Market Discovery research program. It is not a client implementation case study.
  2. Reporting window: The benchmark compares July 2026 and September 2026, with August 2026 as an intermediate reference month. The primary analysis in this report uses September 2026 data.
  3. Platforms tracked: ChatGPT, Copilot, Gemini, Perplexity, Google AI Mode, and Google AI Overviews, representing six canonical AI and search surface families.
  4. Observation count: The September 2026 run began with 800 prompt-surface observations, of which 772 were relevant, 28 were irrelevant, and 563 qualified for the public benchmark denominator after both qualification stages.
  5. Competitor universe: Seven tracked brands in the Pet Retail Pet Supplies vertical: Chewy, PetSmart, Petco, Tractor Supply, Pet Supplies Plus, Hollywood Feed, and Petsense.
  6. Public clusters used: The qualified set in September 2026 contained observations only in the Best Pet Supplies & Pet Store Discovery cluster. No qualified observations were recorded in the Pet Store & Pet Supply Brand Comparisons or Pet Supply Store Pricing & Value clusters.
  7. Stage 0 role: Raw prompt-surface observations were collected and qualified before brand-level metrics were calculated. Brand-level percentages use the 563 qualified observations as the denominator, not the 800 raw observations.
  8. Definition of a mention: A brand mention is any appearance of the brand in an AI response to a qualified prompt, regardless of whether the brand is recommended, referenced neutrally, or discussed in context.
  9. Definition of a valid recommendation: A valid recommendation is an appearance in which the AI response positively recommends or shortlists the brand as a viable answer to the shopping question. Neutral references, cautionary mentions, and comparison anchors are not counted as valid recommendations.
  10. Limitations: The public benchmark measures brand recommendation discovery only and does not include qualified observations for pricing, value, or multi-brand comparison conversations. Month-over-month movement identifies changes worth investigating but does not establish causation. The August spike and September reversal across multiple brands may reflect a shared driver in the prompt set or AI output mix that aggregate data cannot isolate.
  11. Sentiment scoring: Sentiment is classified as positive, neutral, or negative based on the framing of each brand mention. Net sentiment is calculated as positive minus negative over total mentions. This is framing quality, not customer sentiment.
  12. Source layer: The benchmark retains citations and attributable evidence sources where exposed. Source presence is evidence about the information environment and is not automatically proof that a source caused a recommendation.

See How AI Is Recommending Your Brand

The public benchmark shows where Pet Supplies Plus stands in AI-generated recommendations, but it cannot show which specific prompts, competitors, or sources are driving each result. A company-level AI visibility audit maps the brand's performance across individual surfaces, query types, and competitor comparisons, revealing the detail beneath the aggregate percentages.

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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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