Open Farm AI Visibility Market Strategy Report - Sustainable Pet Food and Alternative Protein

Answer Capsule

Open Farm holds dominant recommendation power in the sustainable pet food and alternative protein category, with a 71.0% valid recommendation coverage rate in October 2026, up 5.2 points from 65.8% in August 2026. The brand appears in 77.1% of qualified AI responses and converts that presence into valid recommendations at a higher rate than any tracked competitor, holding a 41.2-point coverage gap over second-place Freshpet. Its clearest weakness is rank-one placement: Open Farm is the first recommendation in only 15.3% of qualified observations despite appearing in more than three-quarters of them. The clearest opportunity is converting broad recommendation coverage into more first-position placements across the prompt clusters where the brand already appears.

Who This Report Is For

This report is for Open Farm's marketing, brand, and ecommerce leadership, and for category analysts tracking how AI-generated recommendations shape buyer shortlists in sustainable pet food and alternative protein.

Report Card

Executive Summary

Open Farm holds dominant recommendation power in the sustainable pet food and alternative protein category. The LLM Authority Index benchmark for October 2026 records the brand at 71.0% valid recommendation coverage, up from 65.8% in August 2026, a 5.2-point gain across the three-month series. The next closest brand, Freshpet, sits at 29.8%, leaving a 41.2-point gap between first and second place. That gap widened by 7.8 points across the series, growing in every month measured.

The brand's raw mention presence rate reached 77.1% in October 2026, meaning Open Farm appeared in some form in more than three-quarters of all qualified observations. Of the 393 qualified observations, 303 included the brand, 284 carried positive framing, 19 were neutral, and none were negative. The net sentiment score of 0.9373 reflects a near-absence of cautionary or negative framing across the qualified set.

Open Farm's strongest cluster is the Brand Recommendation class, which was the only buyer-intent cluster with qualified observations in October 2026. Within that cluster, the brand recorded 279 valid recommendations, 144 top-three placements, and 60 rank-one placements. Its top-three rate rose from 29.8% in August 2026 to 36.6% in October 2026, a 6.8-point gain.

The clearest gap is rank-one placement. Open Farm's rank-one rate moved only 0.4 points across the series, from 14.9% in August 2026 to 15.3% in October 2026, while its overall coverage rose 5.2 points. The brand is being recommended in more qualified observations without a proportional increase in first-position placements. The benchmark cannot establish from aggregate data why that pattern holds, but the distinction is material for buyer shortlist positioning.

The strongest platform signal is AI Overviews, where Open Farm recorded a 70.07% valid recommendation coverage rate, a 51.09% top-three rate, and a 21.90% rank-one rate across 137 qualified observations. Perplexity also shows strong recommendation behavior, with a 78.05% coverage rate and a 26.83% rank-one rate across 41 observations. ChatGPT is the weakest platform for rank-one placement, with a 6.25% rank-one rate despite a 53.12% coverage rate.

The clearest platform gap is Copilot, where Open Farm holds a 71.43% coverage rate and a 60.0% top-three rate but a rank-one rate of only 14.29%. The brand is consistently shortlisted on Copilot but rarely placed first. Gemini shows a similar pattern: 65.38% coverage, 32.69% top-three, and 19.23% rank-one.

What Open Farm Is Winning

Questions This Section Answers

• How large is Open Farm's recommendation coverage lead over the second-place sustainable pet food brand?
• Where does openfarmpet.com rank among the most-cited domains across AI platform responses?
• On which AI platforms does Open Farm show the strongest rank-one placement?

Open Farm holds the strongest recommendation position in the category by every primary coverage metric. The brand's 71.0% valid recommendation coverage rate in October 2026 is more than double the second-place brand's rate and more than five times the third-place brand's rate. This is not a narrow lead; it is category dominance on the primary benchmark metric.

The brand recorded the largest coverage increase in the category across the three-month series, rising 5.2 points from August 2026 to October 2026. It increased in each of the two months since baseline, reaching 66.8% in September 2026 before climbing further in October. Its top-three rate also rose 6.8 points over the same period, from 29.8% to 36.6%.

Open Farm's sentiment profile is exceptionally clean. Across 303 mentions in October 2026, 284 were positive, 19 were neutral, and zero were negative. The net sentiment score of 0.9373 is the second-highest among tracked brands with meaningful mention volume, behind only V-Dog at 0.9483. No tracked brand recorded a negative mention in the qualified set.

The brand's own domain, openfarmpet.com, appears among the top 10 most-cited domains across all AI platform responses in October 2026, ranking ninth with 143 citations and a 2.1% share. It is cited across all six AI surface families. This places Open Farm's owned content in the same citation tier as freshpet.com (rank 7, 149 citations) and ahead of petmd.com (rank 10, 111 citations).

Open Farm also shows strong platform-specific recommendation behavior on AI Overviews and Perplexity. On AI Overviews, the brand holds a 70.07% coverage rate and a 21.90% rank-one rate across 137 qualified observations. On Perplexity, it holds a 78.05% coverage rate and a 26.83% rank-one rate across 41 observations. These are the two platforms where Open Farm's rank-one placement is strongest.

Where Open Farm Has the Clearest AI Visibility Gaps

Questions This Section Answers

• Why is Open Farm's rank-one placement rate only 15.3% despite a 77.1% mention presence rate?
• On which platforms does Open Farm's rank-one rate fall below 20% despite strong coverage?
• What kinds of factual inconsistencies were detected for Open Farm across AI platforms?

The clearest gap is the distance between recommendation coverage and first-position placement. Open Farm appears in 77.1% of qualified observations and receives valid recommendation credit in 71.0% of them, but it is the first recommendation in only 15.3%. This means that in roughly 56 percentage points of qualified observations, the brand is recommended but not placed first. The benchmark cannot identify which competitor takes the first position in those observations from aggregate data, but the pattern is consistent across the series.

On ChatGPT, Open Farm holds a 53.12% coverage rate and a 15.62% top-three rate, but a rank-one rate of only 6.25%. The brand is present in more than half of ChatGPT observations but placed first in fewer than one in sixteen. Freshpet, by contrast, holds a 34.38% coverage rate on ChatGPT but a rank-one rate of 3.12%, suggesting that neither brand is consistently placed first on that platform.

On Copilot, Open Farm's coverage rate is 71.43% and its top-three rate is 60.0%, but its rank-one rate is 14.29%. The brand is shortlisted in nearly three-quarters of Copilot observations and placed in the top three in three-fifths of them, but placed first in fewer than one in seven. This is the platform where the gap between shortlist presence and first-position placement is widest.

On Gemini, Open Farm holds a 65.38% coverage rate, a 32.69% top-three rate, and a 19.23% rank-one rate. The brand is recommended in nearly two-thirds of Gemini observations but placed first in fewer than one in five.

The brand is absent from no platform entirely. It registered qualified observations on all six tracked surfaces. However, its rank-one rate is below 20% on four of the six platforms: ChatGPT (6.25%), Copilot (14.29%), Gemini (19.23%), and AI Mode (2.08%). Only AI Overviews (21.90%) and Perplexity (26.83%) show rank-one rates above 20%.

The benchmark also recorded seven high-severity factual inconsistencies involving Open Farm across four AI platforms. These inconsistencies concern ownership structure and product pricing, and they appear in the section below. While they do not directly measure recommendation placement, they indicate that the public evidence layer shaping AI answers about Open Farm is not fully consistent across surfaces.

Biggest Opportunity

Questions This Section Answers

• Which platforms offer the clearest opportunity to convert Open Farm's coverage into first-position placements?
• What prompt types drive the observations where Open Farm is recommended but not placed first?

The single biggest opportunity for Open Farm is converting its broad recommendation coverage into more first-position placements in the Brand Recommendation cluster. The brand already appears in more than three-quarters of qualified observations and receives valid recommendation credit in more than two-thirds. The gap is not presence or recommendation eligibility; it is placement at the top of the recommendation set.

This opportunity is concentrated on ChatGPT, Copilot, Gemini, and AI Mode, where rank-one rates are below 20% despite coverage rates above 50% on three of those four platforms. The prompt types driving these observations are high-intent brand recommendation queries such as "What is the #1 best dog food brand?" and "What are the top dog foods?" These are the questions where first-position placement carries the most buyer attention.

Closing this gap requires targeted work on the prompt, page, and citation layers that shape how AI systems order their recommendations. The brand's owned domain already appears in the top 10 cited domains, which provides a foundation. The opportunity is to strengthen the specific evidence and framing that AI systems use when deciding which recommended brand to place first.

Competitive Landscape

Questions This Section Answers

• How do Open Farm's top-three and rank-one rates compare to Freshpet, V-Dog, and Wild Earth?
• Which sustainable pet food brands have the highest average recommended rank, and what does that mean for Open Farm?

Open Farm holds dominant recommendation-stage strength in the sustainable pet food and alternative protein category. Freshpet is the strongest challenger, and V-Dog and Wild Earth are closely contested for third and fourth place. The remaining tracked brands hold single-digit coverage rates.

Average recommended rank covers rank-eligible recommendations only.

Open Farm's top-three rate of 36.64% is more than double Freshpet's 17.56% and more than triple the rates of V-Dog and Wild Earth. Its rank-one rate of 15.27% is more than three times Freshpet's 4.58% and more than four times the rates of V-Dog and Wild Earth. The brand's average recommended rank of 3.16 is higher (meaning lower placement) than V-Dog's 2.27 and Wild Earth's 2.30, which indicates that when Open Farm is recommended, it tends to appear slightly further down the list than those two brands, even though it appears far more often.

AI Response Inconsistency Alerts

Questions This Section Answers

• What conflicting claims did AI platforms make about Open Farm's ownership structure?
• How much did reported prices for Open Farm products at Tractor Supply differ across platforms?

Seven high-severity factual inconsistencies were detected for Open Farm across four AI platforms: ChatGPT, Copilot, Gemini, and Perplexity. These inconsistencies concern ownership structure and product pricing, and they indicate that the public evidence layer shaping AI answers about Open Farm is not fully consistent across surfaces.

Ownership stake of General Atlantic (high severity, confidence 0.95). When asked "Who owns Open Farm pet food?", ChatGPT stated that General Atlantic made a majority investment and is the controlling owner, citing PetfoodIndustry, Cascadia Capital, and LinkedIn. Perplexity stated that General Atlantic is a minority partner, citing PetfoodProcessing, Bloomberg, and PetfoodIndustry. The flagged sources supporting the minority-partner position include a Newswire release titled "Open Farm Receives $80MM+ Minority Growth Investment Led By General Atlantic" and a PetfoodProcessing article stating that the deal "establishes General Atlantic as a minority partner with Encore Consumer Capital." These two claims cannot both be accurate.

Ownership stake of General Atlantic (high severity, confidence 0.85). When asked the same question, ChatGPT stated that General Atlantic made a majority investment and is the controlling owner, citing PetfoodIndustry, Cascadia Capital, and LinkedIn. Gemini stated that Open Farm remains privately owned and operated by its founders, with General Atlantic providing a growth investment, citing Export Development Canada and McCarthy Tétrault. A majority controlling owner contradicts a description of the company as founder-controlled.

Ownership stake of General Atlantic (high severity, confidence 0.85). When asked the same question, ChatGPT stated that General Atlantic made a majority investment and is the controlling owner, citing PetfoodIndustry, Cascadia Capital, and LinkedIn. Copilot stated that Open Farm is founder-led and investor-backed, with General Atlantic as a major stakeholder but not controlling, citing Toronto Guardian, Secret to Happy Pets, and a Newswire release about the co-founders being named EY Entrepreneur Of The Year 2025 Ontario. A majority controlling owner contradicts a description of the company as founder-led with non-controlling investors.

Price of Wild-Caught Salmon Ancient Grains Dry Dog Food (high severity, confidence 0.90). When asked "Do they sell Open Farm at Tractor Supply?", ChatGPT stated the price is $29.99, citing the Tractor Supply Open Farm brand page. Copilot stated the price is $84.99, citing specific Tractor Supply product pages for Open Farm Ancient Grains Dry Dog Food, Homestead Turkey & Chicken Grain-Free Dry Dog Food, and Freeze-Dried Raw Dog Food Patties. The same product cannot simultaneously be priced at both amounts at the same retailer.

Price of Homestead Turkey & Chicken Grain-Free Dry Dog Food (high severity, confidence 0.90). When asked the same question, ChatGPT stated the price is $28.99, citing the Tractor Supply Open Farm brand page. Copilot stated the price is $89.99, citing the same Tractor Supply product pages. The same product cannot simultaneously be priced at both amounts at the same retailer.

Price of Homestead Turkey & Chicken Grain-Free Dry Dog Food (high severity, confidence 0.90). When asked the same question, Gemini stated the price is $93.99, citing the Tractor Supply Open Farm brand page. Copilot stated the price is $89.99, citing the same Tractor Supply product pages. The same product cannot simultaneously be priced at both amounts at the same retailer.

Price of Homestead Turkey & Chicken Grain-Free Dry Dog Food (high severity, confidence 0.90). When asked the same question, Gemini stated the price is $93.99, citing the Tractor Supply Open Farm brand page. ChatGPT stated the price is $28.99, citing the same Tractor Supply brand page. The same product cannot simultaneously be priced at both amounts at the same retailer.

These inconsistencies indicate that AI platforms are synthesizing conflicting information about Open Farm's ownership structure and product pricing from the public evidence layer. The ownership conflicts center on whether General Atlantic holds a majority controlling stake or a minority position, and whether the company remains founder-controlled. The pricing conflicts center on the cost of specific Open Farm products at Tractor Supply, with reported prices ranging from $28.99 to $93.99 for the same items.

Prompt Evidence

AI Overviews / Brand Recommendation Prompt: "What is the #1 best dog food brand?" Result: Open Farm recorded a 70.07% valid recommendation coverage rate and a 21.90% rank-one rate on AI Overviews across 137 qualified observations, its strongest platform for first-position placement.

ChatGPT / Brand Recommendation Prompt: "What is the healthiest dog food for a dog?" Result: Open Farm holds a 53.12% coverage rate on ChatGPT but a rank-one rate of only 6.25%, indicating the brand is recommended but rarely placed first on that platform.

Copilot / Brand Recommendation Prompt: "What are the top dog foods?" Result: Open Farm holds a 71.43% coverage rate and a 60.0% top-three rate on Copilot but a rank-one rate of 14.29%, showing strong shortlist presence without proportional first-position placement.

Perplexity / Brand Recommendation Prompt: "What is the best food for dogs?" Result: Open Farm holds a 78.05% coverage rate and a 26.83% rank-one rate on Perplexity across 41 qualified observations, its strongest platform for rank-one placement.

What CiteWorks Studio Would Do Next

Phase 1: AI Visibility Market Discovery Audit Map the specific prompts, platforms, and competitor displacement patterns behind Open Farm's rank-one gap, focusing on ChatGPT, Copilot, Gemini, and AI Mode where first-position placement is weakest.

Phase 2: Recommendation Readiness Plan Identify the framing, evidence, and attribute gaps that cause AI systems to recommend Open Farm without placing it first, and prioritize the prompt clusters where first-position placement is most achievable.

Phase 3: Owned Answer Layer Buildout Strengthen Open Farm's owned content so that the brand's key differentiators, product attributes, and category positioning are clearly extractable by AI systems on the pages they already cite.

Phase 4: Citation / Authority Layer Development Address the ownership and pricing inconsistencies by ensuring that authoritative, consistent sources are available for AI systems to retrieve, reducing the likelihood of conflicting claims across platforms.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track rank-one placement, top-three placement, and coverage rates month over month across all six platforms to measure whether the gap between recommendation coverage and first-position placement is closing.

Why This Matters

AI presence alone is not enough. Open Farm already appears in more than three-quarters of qualified AI responses and receives valid recommendation credit in more than two-thirds. But being recommended is not the same as being recommended first. In a category where AI systems are increasingly answering buyer questions in recommendation form, the brand that appears first captures the most attention and the strongest shortlist position.

The next move is targeted correction of the prompt, page, and citation layers that shape how AI systems order their recommendations. Open Farm's owned domain already appears among the top 10 cited sources, which provides a foundation. The opportunity is to strengthen the specific evidence and framing that AI systems use when deciding which recommended brand to place first, and to resolve the ownership and pricing inconsistencies that currently create conflicting answers across platforms.

Core Metrics

Sentiment Score

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

For Open Farm in October 2026: (284 × 1 + 19 × 0 + 0 × -1) / 303 = 0.9373.

This matters because unclassified mention counts are misleading. A brand that appears in 303 observations but is framed negatively in half of them is not in the same position as a brand that appears in 303 observations with overwhelmingly positive framing. Open Farm's score of 0.9373 indicates that nearly all mentions carry positive framing, with a small share of neutral references and no negative framing.

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, because it distinguishes between a brand that is being actively recommended and a brand that is merely being mentioned in passing.

Open Farm's sentiment profile is exceptionally clean. The brand recorded zero negative mentions across 303 observations, and its net sentiment score of 0.9373 is among the highest in the tracked set. This indicates that when AI systems mention Open Farm, they are doing so in positive or neutral terms, not as a cautionary example or a comparison anchor.

Sentiment by Platform

Methodology

1. This report is a benchmark-based analysis of Open Farm's AI visibility and recommendation position in the sustainable pet food and alternative protein category for October 2026. It is not a client implementation case study.
2. The reporting window is October 2026, with comparison data from August 2026 and September 2026 where available.
3. Six AI platforms were tracked: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. All six registered qualified observations in October 2026.
4. The benchmark began with 800 prompt-surface observations in October 2026. After qualification, 393 observations entered the public denominator. The raw collection included 522 unique questions, 796 prompts mentioning a tracked brand or competitor, 607 relevant prompts, and 189 irrelevant prompts.
5. Ten brands were tracked: Open Farm, Freshpet, V-Dog, Wild Earth, Petaluma, Earth Animal, PawCo Foods, Jiminy's, Yora, and Noochies!.
6. Three buyer-intent clusters were defined: Brand Recommendation (C01), Sustainable Pet Food Brand Comparisons (C02), and Sustainable Pet Food and Alternative Protein Pricing and Value (C03). Only C01 contained qualified observations in October 2026. C02 and C03 returned no data.
7. Stage 0 extraction captured the query, AI surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources. Source presence is evidence about the information environment, not proof of causation.
8. A mention is counted when a brand appears in a qualified observation in any context, including neutral references, comparison anchors, and cautionary mentions.
9. A valid recommendation is counted when a brand appears in a genuine recommendation or shortlist within a qualified observation. Negative, neutral, cautionary, comparison-anchor, and listed-only mentions are not counted as valid recommendations unless the dataset explicitly marks them as such.
10. Brand-level percentages are calculated against the qualified benchmark set of 393 observations, not the raw collection universe of 800 prompts. Small observation counts at the individual brand level mean percentage movement for those brands should be interpreted with caution.
11. The qualified denominator moved from 409 observations in August 2026 to 393 in October 2026, while qualified surface breadth held at 6. The change in denominator affects the absolute counts behind each percentage, so a stable rate does not imply a stable count.
12. The benchmark does not measure market share, sales attribution, organic-search ranking performance, social media mention volume, private or sponsored channels, or causality from a metric movement alone.

See How AI Is Recommending Your Brand

The public benchmark shows where Open Farm leads and where its recommendation position can be strengthened. A company-level AI visibility audit maps the specific prompts, platforms, competitor displacement patterns, and evidence sources that shape how AI systems recommend your brand. It investigates why coverage and placement move the way they do and what can be done about it, turning the benchmark signal into an action plan.