How AI platforms recommend non-alcoholic spirits, aperitifs, and alcohol alternatives — and which brands own each intent cluster.
Key Findings
Overall Findings
The top tier shows pronounced platform concentration across most brands. Seedlip is the only brand in the top five with meaningful presence across all four platforms. Every other top-five brand has at least one platform where visibility drops sharply relative to its overall score.
| Brand | ChatGPT | Claude | Gemini | Perplexity | Total Prompts |
|---|---|---|---|---|---|
| Seedlip | 39 | 47 | 40 | 27 | 153 |
| Ghia | 20 | 39 | 46 | 39 | 144 |
| Ritual Zero Proof | 29 | 37 | 39 | 30 | 135 |
| Lyre's | 35 | 43 | 46 | 0 | 124 |
| Monday | 27 | 41 | 23 | 20 | 111 |
| Kin Euphorics | 22 | 17 | 36 | 25 | 100 |
| Aplós | 4 | 16 | 45 | 31 | 96 |
| Free Spirits | 8 | 18 | 37 | 29 | 92 |
| Three Spirit | 23 | 11 | 30 | 21 | 85 |
| De Soi | 2 | 3 | 40 | 30 | 75 |
| ISH | 14 | 0 | 33 | 27 | 74 |
| Spiritless | 9 | 15 | 22 | 22 | 68 |
| Pentire | 25 | 9 | 22 | 7 | 63 |
| CleanCo | 1 | 17 | 21 | 14 | 53 |
| Ceder's | 21 | 21 | 4 | 0 | 46 |
Platform Concentration Gaps
The following brands have meaningful AI visibility on at least two platforms but near-zero or zero presence on one or more others. These are specific and addressable content gaps — not general visibility problems.
| Brand | Other Platform Prompts | Gap Platform | Prompts |
|---|---|---|---|
| Lyre's | 124 | Perplexity | 0 |
| ISH | 74 | Claude | 0 |
| Ceder's | 42 | Perplexity | 0 |
| Wilderton | 42 | ChatGPT | 0 |
| Sentia | 38 | ChatGPT | 0 |
| Sentia | 38 | Claude | 0 |
| Aplós | 92 | ChatGPT | 4 |
| De Soi | 73 | ChatGPT | 2 |
| De Soi | 72 | Claude | 3 |
| CleanCo | 52 | ChatGPT | 1 |
Cluster Analysis
Different brands lead each cluster — and the gaps between cluster leaders and the field reveal where content investment is and isn't working. Occasion & Entertaining and Retail & Discovery carry the most direct purchase intent.
Seedlip leads at 33 prompt appearances, built on years of wellness editorial and spirits-category coverage across all platforms. Ghia's second-place finish is notable: the brand has never made a functional claim, yet cultural authority built through the Occasion cluster travels here without deliberate targeting. Kin Euphorics and Three Spirit both surface through documented adaptogen and botanical ingredient depth published across wellness media.
Ghia leads at 29 prompt appearances — the only cluster where it holds the top position outright. The cultural shorthand for a considered, food-literate non-drinking experience has been absorbed so completely that AI systems recommend it by default for dinner party and hosting queries. Lyre's third-place finish reflects its wide spirits-replica range documented across food and entertaining editorial.
Seedlip leads at 32 prompt appearances, built on the depth of its distillation process documentation and named botanical storytelling published across spirits and craft media. Ghia's second-place position reflects specific tasting language — bright and bitter, Mediterranean aperitivo, akin to an Italian amaro — published in accessible formats across product pages and editorial. Brands with named-ingredient tasting notes and per-ingredient flavor descriptors substantially outperform those with generic flavor language.
Ritual Zero Proof leads at 28 appearances, driven by its wide product range and the depth of its "make every occasion inclusive" brand documentation across lifestyle and DTC editorial. Seedlip's performance reflects its founder narrative and the documented origin of the non-alcoholic spirits category itself. This cluster rewards brands whose identity story — not just product story — is published in depth and accessible formats. Ghia ranks third despite having limited founder narrative in AI-accessible content, carried by cultural authority from other clusters.
Retail & Discovery is the highest-volume cluster in the audit and the most directly tied to purchase behavior. Ritual Zero Proof leads at 36 appearances, reflecting consistent retail metadata, natural channel coverage, and a product range that generates default recommendations across spirits-substitute queries. Seedlip's second-place performance reflects its pioneer status and the depth of its retail editorial across all four platforms. Ghia ranks third at 32, with Claude specifically surfacing it as one of the most consistently reviewed brands in the category. The cluster rewards brands with clear retail distribution documentation, consistent naming across retail channels, and editorial coverage that directly names where to buy.
What Drives AI Visibility in Mindful Drinking
AI visibility in this category is not determined by product quality, brand awareness, or marketing spend. It is determined by the depth, specificity, and distribution of content across the sources AI training data draws from — and which platforms that content has reached.
The brands that own individual clusters have not tried to claim every intent space. Ghia dominates Occasion & Entertaining without a single functional claim. Seedlip leads Taste & Craft through distillation process documentation rather than wellness positioning. Ritual Zero Proof leads Retail & Discovery through spirits-substitute range coverage rather than lifestyle identity claims.
Brands that publish content across every possible intent cluster produce diffuse signal that doesn't concentrate anywhere. They appear inconsistently across many prompts instead of owning any of them. The models reward specificity. A brand that is the definitive answer to one question outperforms a brand that is a partial answer to five. Ghia's appearance in the Health & Mindful Drinking cluster — a space it never targeted — demonstrates how cultural authority built through consistent positioning in one cluster travels into adjacent ones without the brand having to claim them.
The Taste & Craft cluster is won by brands whose flavor profiles are published with enough specificity for AI systems to retrieve and repeat them. Ghia's tasting notes — bright and bitter, akin to an Italian amaro, sweet on the intake with a fresh kick of Japanese yuzu — appear across Gemini responses. Named ingredients with function descriptors generate substantially more signal than generic botanical language.
Brands that describe their flavor profile as "complex botanical blend" or "herbal and refreshing" are generating almost no signal in taste-driven queries compared to those that name the specific ingredient, its origin, and what it contributes to the drinking experience. The sensory vocabulary that makes a non-alcoholic beverage worth recommending must be published in accessible formats — product pages, editorial content, and structured schema — not reserved for the label alone.
Platform concentration is the defining vulnerability pattern in this category. Lyre's zero Perplexity score, Aplós's ChatGPT gap, De Soi's near-invisibility on both ChatGPT and Claude — these are not general content problems. They are specific gaps in the editorial and source formats each platform draws from most heavily. Gemini indexes food media and lifestyle editorial heavily. ChatGPT draws more from spirits-category authority and established coverage. Perplexity draws from citation-based and real-time web sources.
Cross-platform AI visibility requires content across all of those source types — not just the channels the brand has historically invested in. A brand with 80 appearances concentrated in one platform is more exposed than a brand with 50 appearances distributed evenly across four. Seedlip's category leadership is built on exactly this kind of distribution: spirits press, wellness editorial, food media, and retail documentation reaching all four platforms simultaneously.
Ghia leads the Occasion & Entertaining cluster and surfaces in Health & Mindful Drinking without ever making a functional claim. The models learned one thing about this brand and repeat it everywhere — including spaces it never tried to enter.
What Brands Can Do With This
The distance between a mid-tier mindful drinking brand and the top of the Occasion & Entertaining or Retail & Discovery cluster is a content distance. Seedlip's leadership was built through years of documented category creation — the named distillation process, the founder narrative, the botanical specificity published across trade and consumer press simultaneously. That is replicable for any brand with a genuine story and the discipline to publish it in the right formats.
Research published at KDD 2024 by Princeton University and IIT Delhi found that lower-ranked websites benefit substantially more from generative engine optimization than high-ranking ones. In their study, websites ranked fifth in traditional search saw visibility improvements of over 115% from content optimization, while top-ranked sites saw decreases. The structural advantages that make traditional SEO difficult for smaller brands — domain age, accumulated press coverage, high-authority backlinks — matter far less in AI-driven discovery. A mindful drinking brand willing to invest in the right content signals today is competing on a more level playing field than at any point in the history of digital search.
The three content types that move the needle most in this audit are named botanical and flavor vocabulary published at the ingredient level across product pages and editorial content; occasion and social ritual documentation that goes beyond "great for entertaining" to describe the specific moment, the specific serve, and the specific food context; and cross-platform editorial coverage that reaches the source types each AI platform draws from most heavily — food media, spirits trade, wellness editorial, and real-time web simultaneously. The window where brands can build these signals before recommendation clusters fully calcify is open now.
About This Research
This report is part of an ongoing series examining AI recommendation patterns across premium food, beverage, and hospitality categories. Ally Kiel Consulting publishes original audit data to help founders and operators understand how AI systems currently classify and recommend their brands — and what drives the gaps.
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