AI Visibility Audit
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Prepared by saigon.digital · September 2026
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Your customers are no longer just browsing supermarket shelves. They're asking ChatGPT, Perplexity, and Google AI which ginger beer to buy and where to find authentic Caribbean drinks. This audit shows exactly where OTC stands, who's winning those recommendations, and what to do next.
Saigon Digital transformed how Ski.com shows up online. Beyond rebuilding our platform, they helped us rethink our entire search and AI visibility strategy. We saw a significant uplift in organic traffic, our content started appearing in AI-generated travel recommendations, and the quality of inbound leads improved dramatically. They understand where digital discovery is heading and how to turn visibility into real commercial results.
See how we've helped brands grow. Read our case studies and learn more about what we do.
View Case StudiesA snapshot of where OTC Beverages stands in the AI search era, and the opportunity cost of the current visibility gap.
OTC Beverages has built something genuinely special: authentic Caribbean drinks made with 100% organic ingredients, a compelling founder story rooted in cultural preservation, and a loyal London following. Yet when health-conscious consumers ask ChatGPT, Google AI, or Perplexity "what's the best organic ginger beer UK?" or "best Caribbean sorrel drink", OTC doesn't appear anywhere. Fentimans, Luscombe, Dalston's, and even smaller brands like Root2Ginger dominate every AI recommendation. The problem isn't your product, it's that your domain authority (DR 9) and content depth are too low for AI engines to find the signals they need to recommend you. With only 5 organic keywords and 3 monthly visits from search, OTC is invisible to the systems that increasingly drive consumer discovery.
We tested how OTC Beverages appears when potential buyers ask AI tools to recommend organic ginger beer, Caribbean drinks, and healthy soft drinks in the UK.
ChatGPT defaults to established brands like Fentimans, Fever-Tree, and Luscombe for ginger beer queries. OTC Beverages does not appear in any recommendation set for organic, Caribbean, or artisan ginger beer.
AI Overviews for "best organic ginger beer UK" consistently surface Luscombe, Belvoir Farm, Root Co., and Karma Drinks. OTC does not appear in any of the four tested buyer queries.
Perplexity draws from food review sites, BevNET, and Great British Food Awards listings. Without presence on major "best drinks" lists or editorial roundups, OTC has no pathway into Perplexity's recommendations.
Gemini pulls from the same high-authority review and comparison sources. No evidence of OTC appearing in any Gemini-generated drink recommendation despite genuinely premium, organic products.
0 / 4 platforms currently surface OTC Beverages in relevant AI-generated recommendations for ginger beer, sorrel, Caribbean drinks, or organic beverage queries.
Structured product schema on every page, educational content ("best organic ginger beer UK", "what is sorrel drink", "Caribbean beverages health benefits"), features in BevNET, Great British Food Awards, and food publications, "OTC vs Fentimans" comparison pages, and consistent brand mentions across food & drink review sites.
We ran the exact searches your prospective customers use when asking AI tools and Google to recommend drinks like yours. Here's who appeared, and whether OTC was in the answer.
OTC Beverages does not appear in any of the four tested buyer queries. Not even for "sorrel drink", which is a core product with almost no branded competition in the UK. Fentimans and Luscombe dominate ginger beer queries because they've built the structured, educational content AI models extract. Root2Ginger appears for sorrel queries because they have 2.5x OTC's domain authority and active content marketing.
OTC is one of very few UK brands offering authentic Caribbean sorrel and ginger beer made with 100% organic ingredients. The "sorrel drink" category is still wide open in AI results, with no dominant brand. The opportunity is to own "Caribbean sorrel drink UK" and "organic Caribbean ginger beer" as categories in AI results through strategic content and authority building. This is a content and authority problem, not a product problem.
These are the brands currently winning AI recommendations in your market. Understanding why they're cited, and you're not, reveals the exact gap to close.
| Company | DR | ChatGPT | Google AIO | Perplexity | Why They Win |
|---|---|---|---|---|---|
| OTC Beverages You | 9 | Not Cited | Not Appearing | Not Cited | Audit target |
| Fentimans | 56 | Cited | Appearing | Cited | 150+ year botanical brewing heritage. Extensive recipe and cocktail content hub. Featured across bartending publications, lifestyle media, and "best ginger beer" roundups. Strong third-party editorial coverage drives AI training data. |
| Luscombe Drinks | 40 | Cited | Appearing | Partial | BBC Saturday Kitchen featured, organic certification, Dartmoor provenance story. Won multiple Great Taste Awards. Strong food & drink publication coverage and "best organic ginger beer" list presence. |
| Dalston's | 36 | Partial | Appearing | Partial | London-based "no added sugar" positioning. Featured in healthy lifestyle publications and ethical drink roundups. Strong retail stockist network (Tesco, Sainsbury's) creates third-party mention density AI engines favour. |
| Root2Ginger | 23 | Not Cited | Partial | Not Cited | Caribbean ginger & sorrel niche focus, Manchester-based. Trustpilot reviews, blog content, and Organization schema implemented. Organic ingredients messaging and active content marketing give them an edge in sorrel queries. |
| Tropical Vibes | 8 | Not Cited | Not Appearing | Not Cited | Caribbean soft drinks range with similar niche positioning. Low DR and limited content strategy means they also struggle for AI visibility, but their broader product range and retail distribution give more brand signal density. |
Badge key: Cited Partial Not Cited DR scores from Ahrefs API (September 2026).
These are the highest-leverage changes OTC Beverages can make right now to start building AI visibility and closing the gap with competitors.
Create a dedicated content section with educational guides: "Best Organic Ginger Beer UK: A Complete Guide", "What is Sorrel? Health Benefits & Where to Buy", "Caribbean Drinks for Health-Conscious Consumers", "OTC vs Fentimans: Organic Caribbean Ginger Beer Compared". Add FAQ schema to every page. This is the #1 content format AI engines extract, and nobody is owning the "authentic Caribbean organic drinks" category yet.
Pitch OTC to BevNET, Great British Food Awards, FoodBev Media, The World of Hospitality (who have already featured you), and ethnic food publications for inclusion in "best ginger beer" and "best Caribbean drinks" roundups. These are the exact sources AI models reference. A single Great British Food Awards feature could shift your DR from 9 to 20+ and unlock AI citations. Leverage the organic certification and founder story as editorial hooks.
Your Shopify store currently lacks the structured data AI engines use to understand products. Add Product schema with reviews, Organization schema with founder details, FAQ schema on product pages, and aggregate rating markup. Also add an llms.txt file so AI crawlers can understand your site structure. This converts your existing pages into AI-readable signals immediately.
While auditing your AI visibility, we also reviewed your website for technical and content issues that directly impact search performance. Your site runs on Shopify (Wokiee theme). Here's what we found.
The products collection page at otcbeverages.com/collections/all has no JSON-LD product schema, no FAQ markup, and no Organization schema. Product details exist only in JavaScript variables (window.ShopifyAnalytics), not in semantic HTML that search engines and AI crawlers can parse. This means Google, ChatGPT, and Perplexity cannot extract rich product information from your pages. Implementing Product, Organization, and FAQ schema is a straightforward Shopify fix that would immediately improve how your products are understood by search engines and AI platforms.
The blog at otcbeverages.com/blogs/news has only 6 posts, all dating from mid-2024, authored by "Flipify Media" rather than the OTC brand. No new content has been published in over a year. This signals to search engines that the site is not actively maintained, which suppresses rankings and authority growth. For AI visibility, a regularly updated blog with Caribbean drinks expertise, health benefit guides, and comparison content is essential. This blog needs to become a brand-owned content engine, not an outsourced afterthought.
The collections page at otcbeverages.com/collections/all shows variant option labels rendering as [#] instead of actual values (e.g. "6-pack", "12-pack"), indicating a template rendering problem in the Wokiee Shopify theme. Combined with only 3 products listed (one marked "Sold Out"), heavy analytics scripts (Trekkie, Facebook Pixel, Instagram Feed Gallery), and multiple third-party integrations loading on every page, this creates a slow, thin shopping experience that hurts both conversion and search engine perception of site quality.
AI engines evaluate site quality, content depth, and technical health when deciding which brands to recommend. A thin Shopify store with rendering issues, no structured data, and a stale blog sends weak authority signals. Fixing these fundamentals is the foundation that makes all other AI visibility work effective.
Shopify is a platform we work with regularly. These are all fixable issues: structured data implementation, theme fixes, performance optimisation, and building a proper content strategy are part of our core web development offering. We can address these alongside your AI visibility strategy as a single, integrated engagement.
This audit shows the problem. We have a clear strategy to fix it, and results typically show within the first 60 days of engagement.
OTC Beverages has authentic Caribbean heritage, 100% organic ingredients, and a founder story that resonates. What's missing is the digital authority, structured content, and technical foundation that converts product quality into AI recommendations and search visibility. We don't just fix AI visibility in isolation: we rebuild the website foundations, implement the SEO and content strategy, and then keep it growing month after month. A 30-minute call is all it takes to map out a plan.
Nick Rowe · CEO & Co-Founder, Saigon Digital
Full GEO strategy and content plan, structured data implementation across your Shopify store, Shopify theme fixes and performance optimisation, authority-building outreach to food & drink publications, and monthly SEO/GEO performance reporting. We handle the AI visibility, the SEO, and the website itself as one integrated engagement.
Most clients start seeing AI citation improvements within 45 to 60 days. For a brand with OTC's authentic product quality and organic credentials, the content gap is fixable. The "sorrel drink UK" category is particularly open, and competitive parity with Root2Ginger is achievable within 60 to 90 days. Challenging Fentimans and Luscombe requires a sustained 4 to 6 month content and authority programme.
Every month Fentimans publishes more recipe content, Luscombe secures more awards coverage, and Root2Ginger builds more Caribbean drinks authority. The AI recommendation gap widens. Consumers are increasingly asking AI "which ginger beer should I buy?" and "what's a good sorrel drink?", and right now, the answer never includes OTC Beverages.