Ollie AI Visibility Market Strategy Report - Pet Food Delivery Services

Answer Capsule

Ollie holds the second-strongest recommendation position in the October 2026 pet food delivery benchmark, with valid recommendation coverage of 56.4% across 537 qualified observations. The brand is visible and well-framed, but its rank-one rate of 2.4% shows that AI systems rarely place Ollie first when buyers ask for a single best option. The clearest win is a 41.0% top-three rate that held essentially flat against the July baseline. The clearest weakness is first-choice conversion, where The Farmer's Dog leads at 35.8%. The clearest opportunity is closing the gap between mid-list recommendation credit and first-position selection.

Who This Report Is For

This report is written for pet food delivery category leaders, brand strategists, and growth teams evaluating how AI-generated recommendations shape buyer shortlists in the fresh and premium pet food market.

Report Card

Executive Summary

Ollie is the strongest challenger in the October 2026 pet food delivery benchmark. The brand recorded 344 mentions across 537 qualified observations, a raw mention presence rate of 64.1%, and converted 303 of those into valid recommendations for a coverage rate of 56.4%. That places Ollie second behind The Farmer's Dog at 67.4%, an 11.0 point gap at the top of the category.

The framing layer is clean. Ollie recorded 306 positive mentions, 38 neutral mentions, and zero negative mentions, producing a net sentiment score of 0.8895. No tracked brand carries meaningful negative framing in this benchmark, so sentiment is not the differentiator. Recommendation placement is.

The strongest cluster signal is the Brand Recommendation cluster, which is the only qualified cluster in the October series. Within it, Ollie's top-three rate of 41.0% is the second-highest in the category and sits essentially level with its July baseline of 40.8%. The brand is consistently shortlisted.

The weakest signal is rank-one conversion. Ollie's rank-one rate is 2.4%, or 13 first-position recommendations out of 537 qualified observations. The Farmer's Dog holds 35.8% on the same denominator. Ollie is present in the buyer shortlist but is rarely the answer when a buyer asks for a single best option.

The strongest platform signal for Ollie is Google AI Overviews, where the brand recorded 87 valid recommendations and a 60.8% valid recommendation coverage rate, the highest platform-level coverage in Ollie's profile. The clearest platform gap is Copilot and Perplexity, where Ollie recorded zero rank-one recommendations despite meaningful top-three presence.

The October result is a recovery inside a longer decline. Ollie rose 10.2 points from September 2026 to October 2026, a move beyond normal month-to-month variation, but remains 4.3 points below its July 2026 baseline of 60.7%. The recovery restored mid-list credit rather than first-choice positioning.

What Ollie Is Winning

Questions This Section Answers

• Which metrics show Ollie as the strongest challenger in the category?
• On which AI platform does Ollie perform closest to the category leader?

Ollie holds the second-strongest recommendation position in the category. Valid recommendation coverage of 56.4% places the brand 11.0 points behind the leader and 19.9 points ahead of the third-place brand, Open Farm, at 36.5%. The gap between first and second is smaller than the gap between second and third.

Ollie's top-three rate of 41.0% is the second-highest in the benchmark and held essentially flat against the July baseline of 40.8%. The brand is a consistent shortlist presence across the qualified observation set.

The framing layer is strong. Ollie recorded zero negative mentions across 344 total mentions, and its net sentiment score of 0.8895 is the second-highest among the top five brands by coverage. AI systems describe Ollie positively when they mention the brand.

Google AI Overviews is Ollie's strongest platform. The brand recorded 87 valid recommendations on that surface, a 60.8% valid recommendation coverage rate, and a 45.5% top-three rate. That is the highest platform-level coverage in Ollie's profile and the surface where the brand is closest to the category leader.

The October recovery is real. Ollie rose 10.2 points from September 2026 to October 2026, the largest prior-month gain of any tracked brand, and moved beyond normal month-to-month variation. Top-three placements rose from 137 in September to 220 in October.

Where Ollie Has the Clearest AI Visibility Gaps

Questions This Section Answers

• Where does the gap between Ollie's shortlist presence and first-choice selection widen the most?
• Which AI platforms show Ollie's clearest rank-one gaps despite strong top-three presence?

The clearest gap is first-choice conversion. Ollie's rank-one rate of 2.4% is 33.4 points behind The Farmer's Dog at 35.8%. On the same 537 qualified observations, The Farmer's Dog received 192 rank-one recommendations and Ollie received 13. Ollie is shortlisted roughly as often as its coverage suggests, but is rarely selected as the single best answer.

The gap is not a presence problem. Ollie's raw mention presence rate of 64.1% is the second-highest in the benchmark, behind only The Farmer's Dog at 77.1%. The brand is mentioned in nearly two-thirds of qualified observations. The gap sits between being mentioned and being chosen first.

Copilot and Perplexity are the clearest platform-level gaps. On Copilot, Ollie recorded a 53.3% top-three rate but zero rank-one recommendations across 45 observations. On Perplexity, Ollie recorded a 34.8% top-three rate and zero rank-one recommendations across 66 observations. On both surfaces, the brand is a frequent shortlist entry that does not convert to first position.

The gap against the leader is concentrated in first-position credit rather than shortlist eligibility. Ollie's top-three rate of 41.0% is 12.4 points behind The Farmer's Dog at 53.4%. Its rank-one rate is 33.4 points behind. The further up the recommendation list the comparison goes, the wider the gap becomes.

The October recovery restored mid-list credit rather than first-choice positioning. Top-three placements rose from 137 in September to 220 in October, while rank-one recommendations held in the mid-teens at 13. The recovery moved Ollie back toward its July top-three rate without moving its rank-one rate.

Biggest Opportunity

Questions This Section Answers

• Where is the clearest path from shortlist presence to first-position selection for Ollie?
• Which prompt cluster drives the gap between Ollie's top-three rate and rank-one rate?

The clearest path from reference to recommendation for Ollie is first-position conversion on the prompts where the brand already appears in the top three. Ollie is shortlisted in 41.0% of qualified observations but selected first in only 2.4%. That 38.6 point gap between top-three presence and rank-one selection is the largest conversion gap of any brand in the top five by coverage.

The opportunity is concentrated on Copilot and Perplexity, where Ollie holds meaningful top-three rates of 53.3% and 34.8% respectively and zero rank-one recommendations on either surface. Those two platforms represent the clearest surface-level path from shortlist presence to first-choice selection.

The prompt set that drives this gap is the Brand Recommendation cluster, which contains the highest-intent questions in the benchmark, including prompts asking for the single best dog food brand, the top dog foods, and the best fresh dog food. Ollie appears in the shortlist for these prompts but is rarely the answer to the first-position version of the question.

Competitive Landscape

Questions This Section Answers

• Where does Ollie rank against The Farmer's Dog and the rest of the field on top-three and rank-one rates?
• Which brands convert smaller shortlist presence into higher first-choice selection than Ollie?

The Farmer's Dog holds the strongest recommendation-stage position in the October 2026 pet food delivery benchmark, with Ollie as the clear second and a wide gap to the rest of the field. Ollie sits 11.0 points behind the leader on valid recommendation coverage and 33.4 points behind on rank-one rate.

Average recommended rank covers rank-eligible recommendations only.

Ollie's position in the table shows a brand with strong shortlist presence and weak first-choice conversion. Its top-three rate is second in the category, but its rank-one rate is fifth, behind The Farmer's Dog, Chewy, Open Farm, and JustFoodForDogs Vet Support. Chewy converts a smaller top-three rate of 14.34% into a higher rank-one rate of 12.29%, which means Chewy is selected first more often than Ollie despite appearing in fewer shortlists.

Prompt Evidence

Google AI Overviews / Brand Recommendation Prompt: "What is the best fresh dog food?" Result: Ollie appeared in the top three on this surface with a 45.5% top-three rate, and the brand recorded 87 valid recommendations on Google AI Overviews overall, its strongest platform-level coverage.

Copilot / Brand Recommendation Prompt: "What are the top dog foods?" Result: Ollie recorded a 53.3% top-three rate on Copilot but zero rank-one recommendations across 45 observations, showing strong shortlist presence without first-position selection.

Perplexity / Brand Recommendation Prompt: "What is the #1 best dog food brand?" Result: Ollie recorded a 34.8% top-three rate and zero rank-one recommendations on Perplexity, the clearest example of the gap between shortlist eligibility and first-choice selection.

ChatGPT / Brand Recommendation Prompt: "What dog foods have a 5 star rating?" Result: Ollie recorded a 43.1% top-three rate and a 3.1% rank-one rate on ChatGPT, with 37 valid recommendations across 65 observations.

What CiteWorks Studio Would Do Next

Questions This Section Answers

• What does the recommended plan prioritize to close Ollie's first-choice conversion gap?
• Which AI platforms should Ollie focus on to convert shortlist presence into rank-one recommendations?

Phase 1: AI Visibility Market Discovery Audit Map the exact prompts where Ollie appears in the top three but not in first position, and identify which competitor takes the rank-one slot on each.

Phase 2: Recommendation Readiness Plan Prioritize the Copilot and Perplexity surfaces, where Ollie holds strong top-three rates and zero rank-one recommendations, as the clearest conversion opportunity.

Phase 3: Owned Answer Layer Buildout Strengthen the owned pages that answer first-position questions directly, including the single best fresh dog food and the top dog food brand prompts where Ollie is shortlisted but not selected.

Phase 4: Citation / Authority Layer Development Build the public evidence layer that AI systems retrieve when forming first-position answers, including review, comparison, and vet-recommendation sources that currently favor the category leader.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track top-three rate, rank-one rate, and average recommended rank by platform each month to confirm whether the October recovery converts into durable first-choice positioning.

Why This Matters

AI systems are now forming the buyer shortlist before a customer visits a brand site. Ollie is on that shortlist in 41.0% of qualified observations, but is selected first in only 2.4%. A buyer who asks an AI system for the single best fresh dog food option is far more likely to hear The Farmer's Dog than Ollie, even though Ollie appears in the same shortlist.

Presence alone is not enough. Ollie's 64.1% raw mention presence rate is the second-highest in the category, and its sentiment score of 0.8895 is among the strongest. Neither metric moves the brand into first position. The next move is targeted correction of the prompt, page, and citation layers that determine which shortlisted brand becomes the answer.

Core Metrics

Sentiment Score

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

Ollie's sentiment score is 0.8895, calculated from 306 positive mentions, 38 neutral mentions, and zero negative mentions across 344 total mentions.

This matters because unclassified mention counts are misleading. A brand that appears in 344 AI responses sounds strong until the mentions are separated into positive recommendations, neutral references, and cautionary framing. Ollie's mentions are almost entirely positive, which means the brand is described favorably whenever it appears.

Share of voice is a diagnostic metric, not a business KPI. A positive recommendation, a neutral reference, a cautionary mention, and a competitor-displaced mention are not equal. Counting all mentions as wins is bad measurement. Classified sentiment is required before interpreting AI visibility, and Ollie's classified sentiment shows a brand with strong framing and a placement problem rather than a reputation problem.

Sentiment by Platform

Methodology

1. Report orientation: this is a benchmark-based AI Visibility Company Market Strategy Report for Ollie in the Pet Food Delivery Services category, produced from the October 2026 LLM Authority Index AI Visibility Market Discovery benchmark.
2. Reporting window: October 2026, with comparison points at July 2026 (baseline), August 2026, and September 2026.
3. Platforms tracked: six canonical AI and search surface families, ChatGPT, Copilot, Gemini, Perplexity, Google AI Overviews, and Google AI Mode. All six were represented in the October 2026 qualified set.
4. Observation count: 537 qualified benchmark observations in October 2026, drawn from 800 prompt-surface observations, 603 unique questions, 748 relevant prompts, and 52 irrelevant prompts.
5. Competitor universe: ten tracked brands, Chewy, JustFoodForDogs Vet Support, Nom Nom, Ollie, Open Farm, Petco, PetFlow, Spot & Tango, Sundays for Dogs, and The Farmer's Dog.
6. Public clusters used: one qualified buyer-intent cluster, Brand Recommendation (C01). The Pricing & Value and Multi-Brand Comparison clusters produced zero qualified observations in the October series.
7. Stage 0 role: prompt-level observations retain the query, AI surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources.
8. Definition of a mention: any qualified observation where the brand appears in the AI response, regardless of recommendation status.
9. Definition of a valid recommendation: a qualified observation where the brand appears in a recommendation shortlist. Negative, neutral, cautionary, comparison-anchor, and listed-only mentions are not counted as valid recommendations.
10. Ranking interpretation: top-three rate and rank-one rate are calculated on the 537 qualified observations. Average recommended rank covers rank-eligible recommendations only.
11. Data limitations: the public benchmark does not measure market share, attributable sales, every possible AI response, organic-search ranking, social mention volume, or private or sponsored channels. A metric movement alone does not establish causality.
12. Taxonomy note: the benchmark's public metrics do not yet cover pricing, value, or head-to-head comparison prompts, so no conclusions about those commercial questions should be drawn from this data.

See How AI Is Recommending Your Brand

The public benchmark shows where Ollie stands in AI-generated recommendations across the pet food delivery category. A company-level AI visibility audit maps the specific prompts, competitors, surfaces, and evidence sources behind Ollie's 41.0% top-three rate and 2.4% rank-one rate, and identifies which prompts offer the clearest path from shortlist presence to first-choice selection.