The 44-Point Gap: Why Luxury Retailers Are Losing the AI Search Race

What does this week's data actually show?

This week the Index tracked 11 brands and returned an average readiness of 59 out of 100. That figure sits just above the halfway mark — a reminder that being present online and being visible to AI assistants are two very different things.

Readiness measures how well a brand's site is built to be found and cited by tools like ChatGPT, Gemini and Perplexity. An average of 59 tells us that most of the brands measured this week are only partway to being reliably surfaced when a shopper asks an AI assistant for a recommendation.

The headline story, though, is the spread. The top-scoring entry — The AI Visibility Index itself — posted a readiness of 87. The lowest, Turmeaus Cigars, came in at 32. That is a 44-point gap between the most and least AI-ready sites in the same cohort. In a world where AI assistants return one answer, not ten blue links, that gap is the difference between being named and being invisible.

Who is leading, and by how much?

Among the trading brands measured, The Whisky Shop leads with a readiness of 76 — comfortably clear of the field and the only retailer this week to break into the high seventies. EGM Cigars follows at 66, the sole other brand above the 59 average by a meaningful margin.

Then the numbers cluster tightly. Hard To Find Whisky sits at 57, C.Gars Ltd at 56, and City Cigars at 50. These three are effectively bunched around the midpoint — close enough that a handful of structural fixes could reorder them entirely. The Drink Shop trails at 48, and Turmeaus Cigars anchors the table at 32.

The quotable takeaway: this week, only two of the retailers measured — The Whisky Shop and EGM Cigars — scored above the cohort average. The majority sat below it.

Why does the bottom of the table matter more than the top?

A readiness of 32, as recorded by Turmeaus Cigars, is not a rounding error away from the leaders — it is a different category of visibility. At that level, an AI assistant asked to recommend a specialist tobacconist may simply not have enough structured, extractable information to cite the brand at all.

The cluster at the foot of the table is instructive. Hard To Find Whisky (57), C.Gars Ltd (56), City Cigars (50) and The Drink Shop (48) are all within nine points of one another. That compression matters because AI-search visibility is not a gentle gradient — assistants tend to name the source they can parse most confidently. Being tenth-best is not tenth-place traffic; it is often no citation at all.

What this week's bottom five share is proximity: five brands separated by just 25 points, from 57 down to 32. The margins between them are thin enough that the retailer who moves first on structure and clarity can leapfrog several competitors at once.

What separates a 76 from a 32?

The brands are not competing on product quality here — several are established whisky and cigar specialists. They are competing on machine-readability: whether their content is structured, unambiguous and easy for an assistant to lift and attribute.

The Whisky Shop's 76 suggests a site that gives AI assistants clean, quotable answers about what it sells and why it can be trusted. Turmeaus Cigars' 32 suggests the opposite — information that a human can navigate but a language model struggles to extract and cite. The 44-point gap across the cohort is, in effect, a gap in how legible each brand is to a machine reader.

This is the discipline our methodology is built to measure: not how a site looks to a person, but how readily an AI assistant can find, understand and repeat what it says.

What should brands take from this week's reading?

Three things stand out. First, an average of 59 means the field is wide open — no sector-wide standard has yet been set, and the leaders are still short of the top-scoring benchmark of 87. Second, the tight clustering in the middle and lower half means small, deliberate improvements can produce outsized ranking movements. Third, a score in the thirties is a warning, not a nuance: it signals a brand that AI assistants may not be able to recommend at all.

The wider pattern — that most brands are only partway ready for AI-driven discovery — is one we explore in depth in the State of AI Visibility report. This week's cohort of whisky and cigar retailers is a microcosm of it: a handful of leaders, a crowded middle, and a long tail at risk of disappearing from the answer entirely.

The question every brand should be asking is simple: when a customer asks an AI assistant for a recommendation, does your site give it enough to name you?

Run a scan and find out where you sit.