AI Visibility Audit · Specialty CPG Series

Performance Beverage
Category Audit

How AI platforms recommend functional, adaptogenic, and social beverage brands — and which content signals drive the gaps.

PublishedJune 2026
PlatformsClaude · ChatGPT · Gemini · Perplexity
Prompts Run50 prompts · 5 clusters · 2× averaged
MarketUnited States

Key Findings

Methodology: Queries were run via API across Claude, ChatGPT, Gemini, and Perplexity — not consumer web interfaces. Gemini and ChatGPT queries use grounded data; Claude and Perplexity reflect static training data. Each prompt was run twice and results averaged to reduce single-run variance. Brand mentions were extracted using named entity recognition. Counting methodology: Results are reported as unique prompt appearances — the number of distinct prompts in which a brand surfaced on each platform — rather than summed mention counts. Brands with wide product ranges generate multiple SKU-level mentions within a single response; unique prompt appearances reflect recommendation breadth more accurately than raw counts. Entity normalization: All product variants consolidated under canonical brand names. "Calm" filtered as a generic category descriptor. Retailers, marketplaces, and media outlets filtered as non-brand.

Platform Divergence —
Top 15 Named Brands

The top tier shows pronounced platform concentration across most brands. Kin Euphorics is the only brand in the top five with meaningful presence across all four platforms. The ChatGPT gap runs deeper in this category than in any other category audited to date.

Brand ChatGPT Claude Gemini Perplexity Total Prompts
Kin Euphorics15323221100
Recess1028281480
Hiyo715321367
De Soi36342164
Four Sigmatic103114964
Curious Elixirs113251352
Ghia49191648
Moment51319744
Clevr2217737
Aplós02221135
Seedlip8135733
Three Spirit22161333
BRĒZ20161432
MUD/WTR2199232
Athletic Brewing4119731
Figures represent unique prompt appearances — the number of distinct prompts in which each brand surfaced on each platform. Aplós has zero ChatGPT appearances and only 2 Claude appearances — the most extreme platform concentration in the top tier. Curious Elixirs has 1 ChatGPT appearance against 51 elsewhere. Clevr leads on Claude (21) but is near-invisible on all other platforms. Ghia and Seedlip surface here through the Social & Non-Alcoholic cluster, reflecting crossover from the mindful drinking category.

Strong overall visibility —
near-zero on one platform.

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
Aplós35ChatGPT0
BRĒZ32Claude0
Juni24ChatGPT0
Juni24Claude0
Ryze23Gemini0
Curious Elixirs51ChatGPT1
Clevr35ChatGPT2
Three Spirit31ChatGPT2
Three Spirit31Claude2
MUD/WTR30ChatGPT2
MUD/WTR30Perplexity2
De Soi61ChatGPT3
Ghia44ChatGPT4
ChatGPT is the dominant gap platform in this category — more pronounced here than in any other category in this audit series. For most brands with ChatGPT gaps, the intervention is targeted: mainstream food and beverage press, sports and nutrition editorial, and retail metadata in formats that ChatGPT's training data draws from most heavily for functional beverage queries. Ryze is the one exception to the ChatGPT gap pattern — its gap is on Gemini, suggesting a specific absence from the food media and lifestyle editorial sources Gemini indexes most heavily.

How the category
splits by intent.

Different brands lead each cluster — and the gaps between cluster leaders and the field reveal where content investment is and isn't working. The Social & Non-Alcoholic and Retail & Discovery clusters carry the most direct purchase intent.

Cluster 01
Social & Non-Alcoholic
Occasion-based discovery, social drinking alternatives, non-alcoholic gatherings
Athletic Brewing Ghia Seedlip Kin Euphorics Ritual Zero Proof

Athletic Brewing leads at 26 prompt appearances through its documented craft beer identity and inclusive social occasion positioning. Ghia's second-place finish reflects a consistent crossover from the mindful drinking category: the aperitivo occasion signal is strong enough to surface in social performance queries despite no functional claims. The social cluster is the most permeable category boundary in this audit — brands with specific, documented social occasion positioning travel across categories without deliberate targeting.

Cluster 02
Stress & Calm
Adaptogenic relaxation, anxiety support, wind-down occasions
Kin Euphorics Recess Curious Elixirs De Soi Clevr

Kin Euphorics leads at 22 prompt appearances through deep adaptogen documentation — named ingredients with described mechanisms published across product pages and third-party editorial. Recess surfaces through its CBD and adaptogen positioning documented consistently across wellness media. Clevr's fifth-place finish reflects strong Claude visibility built on its SuperLatte formulation with named functional ingredients, despite near-absence on other platforms. This cluster rewards named-ingredient transparency at the mechanism level — not just category claims like "adaptogenic" or "calming blend."

Cluster 03
Energy & Focus
Functional energy, cognitive performance, clean stimulant alternatives
Hiyo Four Sigmatic MUD/WTR Celsius Recess

Hiyo leads the Energy & Focus cluster at 13 prompt appearances, driven by its growing editorial presence across wellness and lifestyle media concentrated on Gemini. Four Sigmatic's strong second-place finish reflects years of mushroom coffee editorial across both wellness and mainstream food media. MUD/WTR surfaces through its named mushroom and adaptogen formulation published across multiple content sources. This cluster rewards brands with specific, named cognitive benefit documentation — not just "energy" or "focus" as category claims.

Cluster 04
General Performance Beverage
Broad functional discovery, category-level recommendations
Four Sigmatic Kin Euphorics Recess Hiyo De Soi

Four Sigmatic leads the general performance cluster at 27 prompt appearances, reflecting its mushroom coffee positioning published across enough content types to surface for generic functional discovery queries on both Claude and ChatGPT. Kin Euphorics' second-place result reflects cross-cluster breadth and documented functional identity. De Soi's fifth-place finish is notable given its near-zero ChatGPT presence — its Gemini and Perplexity performance generates meaningful general discovery visibility despite the platform gap.

Cluster 05 · Highest Competition Density
Retail & Discovery
Where to buy, default brand recommendations, category entry points
Kin Euphorics Hiyo Recess Four Sigmatic De Soi

Kin Euphorics leads the retail and discovery cluster at 25 prompt appearances, reflecting consistent retail metadata, DTC documentation, and channel coverage that AI systems draw from when answering where-to-find queries. Hiyo's second-place finish reflects growing natural channel coverage concentrated on Gemini. De Soi's fifth-place position is notable given its ChatGPT gap — strong Gemini and Perplexity retail documentation generates meaningful discovery visibility. Brands that document where to buy, which retail channels carry them, and what the purchase experience looks like generate substantially more retail cluster signal than those with a generic "available nationwide" line.

Three signal types account for
the majority of high-visibility patterns.

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.

Signal 01
Named Ingredient Transparency at the Mechanism Level

The brands AI recommends confidently are the brands whose ingredients have documented effects, not just documented presence. Kin Euphorics surfaces for both stress and social queries because its ingredient documentation goes beyond listing adaptogens to describing what each does: reishi for calm, rhodiola for resilience, GABA for relaxation at a social level. Four Sigmatic's mushroom coffee visibility is built on lion's mane and cordyceps documentation published with specific cognitive benefit claims across wellness editorial.

The brands absent from functional clusters despite having genuine ingredient stories are the ones that describe their formulation as "adaptogenic blend" or "functional ingredients" without naming the mechanism each ingredient serves. The ingredient exists. The documentation doesn't. That gap is the entire distance between surfacing in the Stress & Calm cluster and being invisible to it.

Kin Euphorics leads four of five clusters. Its ingredient documentation goes to the mechanism level across product pages, editorial content, and third-party coverage simultaneously — not just a label claim.
Signal 02
Occasion Specificity Over Category Claims

The Social & Non-Alcoholic cluster is won by brands that have documented a specific moment, not a product category. Athletic Brewing leads because its positioning is built around making every craft beer social occasion fully inclusive — a specific cultural commitment documented across food media, sports editorial, and DTC content. Ghia travels into this category from mindful drinking because the aperitivo hour is a specific and retrievable occasion signal.

Brands that describe themselves as "great for any occasion" or "perfect for social gatherings" without committing to a specific moment, serve, or cultural context are absent from this cluster regardless of how genuine their social use case is. A brand that owns one specific social moment outperforms a brand that claims five.

Ghia and Seedlip both surface in this performance beverage audit without being performance beverages. Occasion-based positioning built in one category travels across category boundaries without deliberate targeting.
Signal 03
Cross-Platform Source Distribution

Platform concentration is the defining structural risk in this category. ChatGPT draws from older functional nutrition editorial and mainstream food media. Gemini weights recent DTC content, food media, and lifestyle editorial. Claude and Perplexity draw from trade press and structured product content. A brand with strong Gemini and Perplexity visibility but no ChatGPT presence has a specific source gap — not a general content problem.

For most brands with ChatGPT gaps in this audit, the intervention is targeted: mainstream food and beverage press, sports and nutrition editorial, and retail metadata in formats that predate the newer wellness media landscape these brands currently dominate. A brand with 60 appearances on two platforms is more exposed than a brand with 40 appearances distributed evenly across four.

Aplós has zero ChatGPT appearances and 2 Claude appearances. Its entire AI visibility in this category is carried by Gemini and Perplexity. A training data shift on either platform creates a recommendation loss with no current offset.

Kin Euphorics is the only brand in this audit with meaningful presence across all four platforms. That balance is the result of investing in multiple source types simultaneously — not a single strong channel repeated everywhere.

The visibility gaps in this category
are content gaps, not reputation gaps.

The distance between a mid-tier functional brand and the top of any cluster in this audit is a content distance. Kin Euphorics' leadership was built through consistent, specific content investment across named ingredients, social occasion documentation, and retail coverage simultaneously — not through marketing scale. The brands leading each cluster earned those positions through sustained documentation of what they are, what they do, and when to use them — published in formats AI systems can find and use.

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 and newer brands — domain age, accumulated press coverage, high-authority backlinks — matter far less in AI-driven discovery.

The three content types that move the needle most in this audit are named-ingredient documentation at the mechanism level published in editorial and interview formats; occasion-based positioning that commits to a specific social moment, serve context, or use case; and cross-platform editorial coverage that reaches the source types each AI platform draws from most heavily, with particular attention to ChatGPT's reliance on older mainstream food, nutrition, and trade press. The window where brands can build these signals before recommendation clusters fully calcify is open now.

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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