Most brands find their AI visibility problem by accident. Someone senior asks ChatGPT about the company over coffee and gets back the wrong information.
This is the audit that finds those answers first.
Five sections. Twenty-eight checks. You can work through the whole thing today.
The Luxury AI Visibility Index measures 300+ luxury brands across five AI engines: ChatGPT, Google AI Mode, Perplexity, Google AI Overviews, and Gemini. Every engine carries equal weight, so a strong showing in one cannot cover for silence in the other four.
Work the sections in order; an inaccurate foundation dooms every downstream attempt at optimization. There is no point tuning product pages while five engines still believe you were founded by someone who left a decade ago.
Section 1: Does AI know who you are?
Before an engine can recommend your brand, it needs to know what your brand is.
That sounds obvious. It isn’t.
AI engines build their understanding from a messy web of websites, databases, structured data, social profiles, editorial coverage, and other sources. If those sources disagree about your founder, ownership, name, or headquarters, the AI engine has to choose which version to believe.
And AI models are very good at confidently repeating the wrong answer.
1.1 Check your Wikipedia entry
Open your Wikipedia entry and check the first sentence against the facts: founder, founding year, and parent company.
Those three fields are the ones engines repeat when someone asks who you are, and they repeat them with total confidence.
1.2 Check your Wikidata record
Look at the official website, logo, industry, and headquarters fields.
Empty or incorrect structured fields feed the knowledge graphs, snippets, and panels engines use to understand entities.
1.3 Check your Google Knowledge Panel
Search your brand and inspect the Knowledge Panel.
Is the logo correct? The description? The address?
A stale or duplicate panel can mean Google is working from the wrong version of your brand.
1.4 Ask the engines what they call you
Ask ChatGPT, Perplexity, and Google AI Mode the same simple question:
“What is [brand]?”
Record the exact name each engine uses.
If one calls you by a former name, an abbreviation, a subsidiary, or a similarly named competitor, you have an identity problem, not a content problem.
1.5 Follow the trail back to your website
Open every official social profile and check where it links.
Every profile should point clearly back to your main domain. A parked domain, distributor, or outdated campaign site creates another branch in the trail an engine follows to identify you.
Section 2: Can AI read your website?
This is where luxury brands lose the most ground for the least reason. Every item here is free to fix, most of them in a single line of code, and the failure is silent by design.
The website looks beautiful. The photography is immaculate. The copy is polished. Nothing breaks and no alert fires.
Yet the crawler cannot read a word of it.
Before you commission more content, make sure the content you already have is accessible.
2.1 Check robots.txt
Open your robots.txt file and check whether you are blocking GPTBot, OAI-SearchBot, PerplexityBot, or Googlebot.
A block is a polite do-not-read-me that removes you from every answer those engines give.
2.2 Check your sitemap
Make sure an XML sitemap exists and contains your current, canonical pages.
If the sitemap returns a 404, contains dead URLs, or points to old versions of the site, you are giving crawlers a map with missing roads.
2.3 Check whether the crawlers are getting through
If you have access to server logs or CDN analytics, look for successful fetches from the relevant crawlers.
A website can appear perfectly crawlable while a firewall, CDN, or security rule quietly blocks the bots at the edge.
2.4 Turn JavaScript off
Open an important page with JavaScript disabled.
Can you still see the core text?
If the answer is no, some of the content you are relying on may never reach the systems extracting information from the page.
2.5 Check your canonical tags
On every important page, confirm that the canonical points to the page you want indexed.
Conflicting canonicals split signals between multiple versions of the same content, and give an engine a different page to cite than the one you intended.
2.6 Compare your sitemap with what is indexed
Run a site: search for your domain and compare the results with your sitemap.
Pages that exist in your sitemap but consistently fail to appear in search deserve investigation.
2.7 Test your most important pages on mobile
Run a key product page through PageSpeed Insights on mobile.
Performance is not the whole AI visibility equation. But if a page is slow, difficult to render, or technically fragile, you are making every step after this one harder.
Section 3: The record AI trusts more than yours
Your website tells the world what you say about yourself. The rest of the internet tells AI what everyone else says about you.
Retailers. Resellers. Wikipedia. Luxury publications, including this one. Business databases. Review platforms. Industry directories like Worthbury, our sister publication.
You do not control all of these sources. But you should know what they say. Because when an engine needs to verify a fact about your brand, it may not come to you.
3.1 Read the full Wikipedia article
Do not stop at the first sentence. Look for outdated revenue figures, former executives still listed as current, discontinued products described as active, old ownership structures, and anything else that could now be misleading.
Those are primary sources of hallucinated answers.
3.2 Audit your key retail partners
Open your brand pages on your main retail partners. Read the descriptions.
Is the founding year correct? The materials? The product positioning? The ownership? Retailer copy is highly discoverable, and a small factual error travels much further than you might expect.
3.3 Check review and industry platforms
Search Trustpilot, Google Reviews, and the major platforms relevant to your category.
Make sure your brand is clearly distinguishable from similarly named companies, and that the information attached to your profile is accurate.
3.4 Check business databases
Look at Crunchbase, LinkedIn, and the main business directories covering your industry.
Old funding information, former headquarters, closed stores, or previous ownership can become persistent pieces of your machine-readable identity.
3.5 Ask AI who it thinks your competitors are
Ask all five engines:
“How does [brand] compare with [competitor]?”
Do not just read the recommendation. Look at the reasoning. Which facts does the engine use? Which sources does it cite? Which attributes does it associate with your brand?
You may discover that AI has built a very different brand profile from the one you think you are communicating.
Section 4: Stop publishing beautiful content AI can’t quote
Luxury has a particular problem with AI search.
Brands in this category are very good at making things beautiful. They are not always as good at making them extractable. Headlines set as artwork. Materials described in a video. A brand story that lives inside a full-screen animation.
AI engines need sources they can understand, verify, and cite. Your words cannot be cited if they cannot be extracted. Our guide to getting your brand recommended by ChatGPT covers the citation mechanics in full.
That does not mean turning your website into a wall of keywords. It means giving your expertise enough structure for an AI engine to recognize it.
4.1 Strip a key page back to plain text
Copy the visible content from an important page into a plain text editor. What survives?
If the important information lives inside an image, video, animation, or other non-readable format, you have made it much harder for an engine to quote.
4.2 Publish something only you can say
Original data is powerful. Publish original figures, surveys, research, rankings, benchmarks, or proprietary observations, and keep the important information in HTML text. Engines reach for sources carrying numbers nobody else has.
The more distinctive the information, the more useful the source.
4.3 Answer the questions your customers actually ask
Collect the questions your customers ask repeatedly.
Then answer them directly in FAQs, buying guides, Q&As, and help content.
If an engine is trying to answer a specific question, a page containing both the question and a clear answer gives it something usable.
4.4 Create useful comparisons
Publish comparisons against named alternatives where it makes sense. AI engines are increasingly being asked questions like:
Which is better? Which should I choose? How does X compare with Y?
If your website never addresses those questions, another source will. And that source gets to frame the comparison.
4.5 Earn the sentences you cannot write yourself
Track editorial coverage of your brand in the publications that matter to your audience, and keep earning it.
One cited line in a source an AI engine already trusts does more work than a page of your own copy, precisely because you did not write it.
Your own website establishes your position. Independent sources validate it.
4.6 Add Product structured data
Make sure important product pages use appropriate schema.org/Product structured data.
Give machines clear signals about the product, brand, model, material, price, and other relevant attributes instead of making them reconstruct everything from prose.
Section 5: Measure what AI does with your brand
Visibility is not a yes/no metric.
Being named in an answer is not the same as being cited as a source.
And being cited once is not the same as being consistently visible across engines.
This is where many AI visibility audits stop too early. Do not just record “yes, the brand appeared.” Record what the engine said, which sources it used, and where those sources got it.
5.1 Ask the same question across all five engines
Use the same prompt on ChatGPT, Google AI Mode, Perplexity, Google AI Overviews, and Gemini.
Save the complete answer and every cited source. The point is not simply to count mentions. It is to create a baseline you can compare over time.
5.2 Look for your own domain among the cited sources
Was your website cited?
If your brand appears in the answer but your domain never does, the engine knows about you primarily through someone else’s description. That is an important distinction.
5.3 Map your engine coverage
Record which engines cite you and which do not. A missing engine may be using a completely different set of sources, and potentially sending the reader toward a competitor.
5.4 Compare month over month
Repeat the same questions next month. Look at both your raw visibility and your position relative to the field.
The fastest-rising brands ranking measures growth against the field median. A brand can gain mentions and still lose ground if everyone else is gaining faster.
5.5 Check the Luxury AI Visibility Index
Look up your brand on the Luxury AI Visibility Index and read the methodology behind the score.
The Index updates monthly.
Think of this checklist as the audit behind the number: the Index tells you where you stand, the checklist helps explain why.
Where does your brand sit on the AI visibility curve?
AI visibility does not rise in a neat, linear line. Scores cluster.
At the lower end, a handful of additional citations can materially change a brand’s position. Higher up the scale, the gains become harder to find.
That is where breadth, authority, and consistency start to matter more. The first citations prove you exist. The next ones prove you matter.
If you only do three things, do these
Short on time? Start here.
1.4 — Ask the machines what they call you. Are they working from the same identity?
2.1 — Check whether the machines can read you. If you have blocked the crawlers, nothing else matters.
3.1 — Read your Wikipedia entry properly. It is public, highly discoverable, and often surprisingly outdated.
Do these three before commissioning another piece of content. Visibility starts with being correctly understood.
When should you run the audit again?
Run the full checklist after any major website migration, redesign, or firewall change.
These are precisely the moments when crawl access, canonicals, and structured data break without anyone noticing.
Then repeat section 5 monthly.
The Index updates monthly. AI engines change. The web changes. Your competitors publish. Your AI visibility is not a permanent achievement. It is a moving position.
What Luxe Digital Studio does
Sometimes the audit tells you exactly what you suspected.
Your brand is technically findable. Your record is clean. The engines know who you are.
But they still are not citing you.
That is where the work gets more interesting. Luxe Digital Studio creates original, structured, and quotable editorial about your brand, published on Luxe Digital.
The objective is not to manufacture mentions. It is to create genuinely useful information that gives AI engines something worth citing, and gives your audience something worth reading.
Luxe Digital Studio is built for brands that have worked through the fundamentals and are ready to build the editorial authority that comes next. We take on a small number of brand engagements a year. One thing to be clear about though: we do not sell a place in the Luxury AI Visibility Index. Placement in the Index is strictly data-driven, and cannot be purchased.
More from Luxe Digital
Frequently asked questions about AI visibility for luxury brands
How long does this checklist actually take?
Do I need a tool or an agency to run it?
Is AI visibility just SEO under a new name?
Which engine matters most?
My brand has no Wikipedia entry. Is that a problem?
How fast do fixes show up in AI answers?
Can we pay to rank higher in the Luxury AI Visibility Index?
Why does AI visibility matter for luxury brands?
Products featured here are independently selected by our editors. If you buy through our retail links we may earn an affiliate commission — it never changes the price you pay, and it never decides our verdicts. Read our earnings disclaimer.
