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Watch Nigeria > Blog > Guides & Explainers > The right way to Enhance Your Model’s LLM Visibility
Guides & Explainers

The right way to Enhance Your Model’s LLM Visibility

Last updated: January 2, 2026 5:34 pm
Terfa Ukende
5 hours ago
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Contents
  • The three Kinds of AI Visibility in Style
  • How AI Fashions Select Which Style Manufacturers to Floor
    • Consensus
  • The Kinds of Content material That Dominate Style AI Search
    • Editorial Purchasing Guides and Roundups
    • Retailer Product Pages and Model Shops
    • Person Generated Video Content material
    • Reddit and Group Threads
    • Lab Checks and Material Explainers
    • Comparisons and Options Content material
  • What This Shift Means for Your Style Model
    • Editorial, Retailer, and PDP Break up
    • Development Shocks and Seasonal Volatility
    • Sustainability and Proof (Not Claims)
  • Make AI Work for Your Style Model

AI chat is altering how folks store for vogue — quick.

Earlier than AI, shopping for one thing so simple as informal leggings meant typing key phrases into Google. Then, sifting via pages of outcomes.

Evaluating costs. Studying opinions. Getting overwhelmed.

In truth, 74% of shoppers surrender as a result of there’s an excessive amount of selection, in accordance with analysis by Enterprise of Style and McKinsey.

Now?

A consumer submits a question. AI offers one clear reply — usually with direct hyperlinks to merchandise, opinions, and retailers. They’ll even click on straight to buy.

Google AI Mode – Women's leggings

So, how do you be certain AI recommends your vogue model?

We analyzed how vogue manufacturers seem in AI search. And why some manufacturers dominate whereas others disappear.

On this article, you’ll learn the way massive language fashions (LLMs) interpret vogue, what drives visibility, and the levers you’ll be able to pull to get your model seen in AI searches (plus a free fashion trend calendar that will help you plan).

The three Kinds of AI Visibility in Style

There are 3 ways folks will see your model in AI search: model mentions, citations, and proposals.

3 Types of AI Visibility in Fashion

Model mentions are references to your model inside a solution.

Ask AI in regards to the newest vogue developments, and the reply contains a few related manufacturers.

ChatGPT – Top trending fashion looks – Brands

Citations are the proof that backs up AI solutions. Your model properties get linked as a supply. This might be product pages, sizing guides, or care directions.

AI Search Visibility

Citations additionally embrace different websites that speak about your model, like Wikipedia, Amazon, or assessment websites.

Product suggestions are essentially the most highly effective type of AI visibility. Your model isn’t simply talked about; it’s actively advised when somebody is able to purchase.

For instance, I requested ChatGPT for suggestions of flier sun shades:

ChatGPT – Aviator sunglasses recommendations

Ray-Ban doesn’t simply present up as a point out — they’re a beneficial possibility with clickable purchasing playing cards.

How AI Fashions Select Which Style Manufacturers to Floor

If you happen to’ve ever questioned how AI chooses which vogue manufacturers to floor, listed here are the 2 primary components:

  • By evaluating what different folks say about you on-line
  • By checking how persistently factual and reliable your individual data is

Let’s speak about consensus and consistency. Plus, we’ll talk about actual vogue manufacturers which might be profitable at each.

Consensus

If you happen to ask all your mates for his or her favourite ice cream store, they’ll in all probability give totally different solutions.

But when virtually everybody coincided in the identical reply, you belief that’s in all probability the very best place to go.

AI does one thing comparable.

First, it checks totally different sources of knowledge on-line. This contains:

  • Editorial web sites, like articles in Vogue, Who What Put on, InStyle, and others
  • Group and creator content material, together with TikTok try-ons, Reddit threads, and YouTube product roundups
  • Retailer corroboration, like rankings and opinions on Amazon, Nordstrom, Zalando, and extra
  • Sustainability verification from third events like B Corp, OEKO-TEX, or Good On You

After analyzing this data, it offers you suggestions for what it perceives to be the best choice.

Right here’s an instance of what that consensus appears like for an actual model:

Brand Consensus

Carhartt is talked about all around the internet. They seem in retail listings, editorial items, and in group discussions.

The consequence?

They get constant LLM mentions.

ChatGPT – Jacket recommendations

Consistency

AI additionally judges your model based mostly on the consistency of your product data.

This contains:

  • Naming & colorways: An identical names/shade codes throughout your individual website, retailers, and mentions
  • Match & measurement knowledge: Standardized measurement charts, match guides, and mannequin measurements
  • Supplies & care: The identical composition and directions throughout all channels
  • Imagery/video parity: The identical SKU visuals (like hero, 360, try-on) in your website and retailer websites
  • Value & availability sync: Actual-time updates throughout drops or restocks to keep away from stale or conflicting knowledge

For instance, Lululemon does an amazing job of preserving product availability up to date on their web site.

If you happen to ask AI the place to discover a particular product kind, it directs you again to the Lululemon web site.

Google AI Mode – Specific product type

This occurs as a result of Lululemon’s website gives correct, up-to-date data.

Plus, it’s constant throughout retailer pages.

The Kinds of Content material That Dominate Style AI Search

Mentions get you into the dialog. Suggestions make you the reply. Citations construct the credibility that helps each.

The manufacturers profitable in AI search have all three — right here’s easy methods to diagnose the place you stand.

AI Visibility Diagnostic

Let’s speak in regards to the vogue manufacturers which might be persistently displaying up in AI search outcomes, and the type of content material that helps them acquire AI visibility.

Editorial Purchasing Guides and Roundups

Editorial content material has a big impact on outcomes.

Websites like Vogue, Who What Put on, and InStyle are repeatedly cited by LLMs.

TOP Sources Analysis Fashion & Apparel

These editorial items are key for AI search, since they body merchandise in context — displaying comparability, particular events, or developments.

There are two methods to play into this.

First, you’ll be able to develop relationships with editorial web sites related to your model.

Begin by researching your high three opponents. Utilizing Google (or a fast AI search), discover out which publications have featured these opponents just lately.

Then, attain out to the editor or writers at these publications.

In the event that they’re particular person creators, you may ship pattern merchandise for them to assessment.

In search of mentions from greater publications?

You may take into account working with a PR workforce to get your merchandise listed in articles.

To construct consistency in that content material, present knowledge sheets with details about materials, match, or care.

Who What Wear – Provide information

​​

Second, you’ll be able to construct your individual editorial content material.

That’s precisely what Huckberry does:

Huckberry – Build your own editorial content

They repeatedly produce editorial-style content material that solutions questions.

Many of those posts embrace a video as effectively, giving them extra alternative for discovery in LLMs:

YouTube – Huckberry wardrobe 2025

Retailer Product Pages and Model Shops

Consider your product element web page (PDP) because the supply of reality for AI.

If you happen to don’t have all the knowledge there, AI will take its solutions from different sources — whether or not or not they’re correct.

Product pages (your individual web site or a retailer’s) have to mirror constant, correct data. Then, AI can perceive and translate into solutions.

Some examples may embrace:

  • Structured sizing data
  • Constant naming and colorways
  • Up-to-date costs and availability
  • Rankings (with footage)
  • Match guides (like sizing guides and pictures with mannequin measurements and sizing)
  • Supplies and care pages
  • Clear sustainability modules

For instance,Everlane gives the everyday sizing chart on every of its merchandise. However they take it a step additional and embrace a information to indicate how a bit is supposed to suit in your physique.

You possibly can even see directions to measure your self and discover the suitable measurement.

Everlane – Size Guide

That’s why, once I ask AI to assist me decide the suitable measurement for a pair of pants, it offers me a transparent reply.

And the citations come straight from Everlane’s web site.

ChatGPT – Suggesting a size

Everlane’s product pages additionally embrace mannequin measurements and sizing.

So once I ask ChatGPT for footage to assist me decide the suitable measurement, I get this response:

ChatGPT – Pictures to help

Nonetheless you select to current this data in your product pages, simply bear in mind: It must be an identical on all retailer pages as effectively.

In any other case, your model might confuse the LLMs.

Person Generated Video Content material

What you say about your individual model is one factor.

However what different folks say about you on-line can have an enormous affect in your AI mentions.

After all, you don’t have full management over what customers put up about you on-line.

So, proactively construct connections with creators. Or, attempt to be a part of the dialog on-line when acceptable.

This may help you construct a optimistic sentiment towards your model, which AI will decide up on.

Undecided which creators to work with?

Strive looking for your opponents on channels like TikTok or Instagram. See which creators are mentioning their merchandise, and getting engagement.

You may also use instruments like Semrush’s Influencer Analytics app to find influencers.

Search by social channels, and filter by issues like follower depend, location, and pricing.

Semrush Influencer Analytics App

Right here’s an instance: Aritzia has grown loads on TikTok. They present up in creator movies, match checks, and unboxing-style movies.

In truth, the hashtag #aritziahaul has a complete of 32k posts, racking up 561 million views general.

TikTok – Artizia

Different vogue manufacturers, like Quince, embrace a reviewing system on their PDPs.

This enables customers to price the match and add footage of themselves carrying the product.

LLMs additionally use this data to reply questions.

Quince – Reviwing system

Creator try-ons, styling movies, and comparable content material may help enhance model mentions in “greatest for [body type]” or “greatest for [occasion]” prompts.

Reddit and Group Threads

Reddit is a significant supply of knowledge for vogue AI queries.

This contains details about real-world match, sturdiness, consolation, return experiences, and comparisons.

For instance, Uniqlo exhibits up repeatedly in Reddit threads and questions on fashion.

Reddit – Fashion community threads

You may also discover actual opinions of sturdiness in regards to the merchandise.

Reddit – Real review of durability

Because of this, the model is getting hundreds of mentions in LLMs based mostly on Reddit citations.

Plus, this results in a ton of natural visitors again to the Uniqlo web site.

Semrush – AI Visibility – Uniqlo – Cited Sources

Clearly, it’s unimaginable to utterly management the dialog round your model. So for this to work, there’s one key factor you’ll be able to’t miss:

Your merchandise have to be really wonderful.

A mediocre product that has plenty of destructive sentiment on-line received’t present up in AI search outcomes.

And no quantity of selling techniques can idiot the LLMs.

Lab Checks and Material Explainers

This type of content material exhibits the standard of your merchandise.

It offers LLMs a measurable benchmark to cite on issues like pilling or shade fastness.

This content material might embrace:

  • “6-month put on” fashion movies
  • Pages that specify the materials and supplies used
  • Third get together exams
  • Clear care directions

For instance, Quince has a whole web page on their web site speaking about cashmere.

Quince – About cashmere

And in Semrush’s AI Visibility dashboard, you’ll be able to see this web page is likely one of the high cited sources from Quince’s web site.

Semrush – Visibility Overview – Quince – Cited Pages

An alternative choice is to create content material that exhibits exams of your merchandise.

Right here’s an amazing instance from a model that makes operating soles, Vibram.

They sponsored professional path runner Robyn Lesh, and teamed up with Huckberry to lab take a look at a few of their footwear.

YouTube – Vibram – Lab test of the product

This type of content material helps Vibram keep strong AI visibility.

Visibility Overview – Vibram – AI Visibility

And for smaller manufacturers who don’t have Vibram’s sponsorship price range?

Strive doing product testing content material with your individual workforce.

For instance, have a workforce member put on a particular product day by day for a month, and report again on sturdiness.

Or, bury a bit of clothes underground and watch how lengthy it takes to decompose, like Woolmark did:

Instagram – Woolmark decompose clothing

Get inventive, and also you’ll have some enjoyable creating content material that may additionally assist your model be extra seen.

Need to examine your model’s AI visibility?

Strive the AI Visibility Toolkit from Semrush to see the place your model stands in AI search, and discover ways to optimize.

Begin by checking your AI visibility rating. You’ll see how this measures up towards the business benchmarks.

Visibility Overview – Ray-ban – AI Visibility – Industry avg

You possibly can prioritize subsequent steps based mostly on the Subject Alternatives tab.

There, you’ll see matters the place your opponents are being talked about, however your model is missed.

Visibility Overview – Ray-ban – Topic & Sources

Then, bounce to the Model Notion tab to study extra about your Share of Voice and Sentiment in AI search outcomes.

You’ll additionally get some clear insights on enhancements you can also make.

Semrush – Brand Performance – Sentiment & Share of Voice

Comparisons and Options Content material

AI loves a very good comparability put up (and actually, who doesn’t?). So, creating content material that compares your merchandise to different manufacturers is an effective way to get extra mentions.

That is a part of LLM seeding.

It helps you get model publicity with out relying on natural visitors dependence. Plus, it helps degree the enjoying subject with greater opponents.

How does LLM Seeding Work

As an example, Quince is commonly cited on-line as a less expensive different to luxurious clothes.

I requested ChatGPT for reasonably priced cashmere choices, and Quince was the primary advice.

ChatGPT – Affordable cashmere options

So, why is that this model displaying up persistently?

One motive is their comparability content material.

In every PDP, you’ll see the “Past Evaluate” field, displaying particular factors of comparability with main opponents.

Quince – Beyond Compare

The correct comparisons are dealt with actually and tastefully.

Concentrate on actual factors of distinction (like Quince does with worth). Or, present which merchandise are greatest for sure events.

For instance: “Our sweaters are nice for mountaineering within the snow. Our opponents’ sweaters are higher for indoor actions.”

Comparisons give AI a motive to suggest your vogue model when somebody asks for another.

What This Shift Means for Your Style Model

AI search has modified the way in which folks uncover merchandise, and even their path to buy.

Earlier than, this concerned a number of searches, clicking on totally different web sites, or scrolling via boards. Now, you are able to do this in a single easy interface.

So, how is AI altering vogue, and the way can your model adapt?

Editorial, Retailer, and PDP Break up

AI search doesn’t deal with each supply of knowledge equally.

And relying on which mannequin your viewers makes use of, the “default” supply of reality can look very totally different.

ChatGPT leans closely on editorial and group indicators.

It rewards cultural traction — what persons are speaking about, shopping for, and loving.

For instance, articles like this one from Vogue are a first-rate supply for ChatGPT solutions:

Vogue – Fashion trends

In the meantime, Google’s AI Mode and Perplexity skew towards retailer PDPs.

They search for structured knowledge like worth, availability, or match guides. In different phrases, they belief whoever has the cleanest, richest product knowledge.

Essentially the most seen manufacturers win in each arenas: cultural dialog and PDP completeness.

Right here’s What You Can Do

To indicate up in all main LLMs, you want two parallel pipelines.

  1. Cultural traction: Like press mentions, creator partnerships, and group visibility
  2. Quotation-ready proof: For instance, full and correct PDPs throughout retailer channels

Right here’s an Instance: Carhartt

Carhartt is a superb instance of a model that’s profitable on each side.

First, they get constant cultural visibility.

As an example, Vogue reported that the Carhartt WIP Detroit jacket made Lyst’s “hottest product” listing. That led to searches for his or her model increasing by 410%.

This makes it extra doubtless for LLMs to suggest their merchandise in solutions:

Google AI Mode – Womens workwear jacket

That is the type of loop that works wonders for a vogue model.

AI TrenD Loop

On the similar time, Carhartt can be stocked throughout an enormous vary of outlets. You’ll find them in REI, Nordstrom, Amazon, and Dick’s, plus their very own direct-to-consumer web site.

So, Google AI Mode has an abundance of PDPs, movies, opinions, and Q&A to quote.

This makes Carhartt extraordinarily “citation-friendly” in each fashions.

No surprise it has such a powerful AI visibility rating.

Visibility Overview – Carhartt – AI Visibility

Development Shocks and Seasonal Volatility

Development cycles aren’t a brand new problem within the vogue business. Nevertheless it turns into a much bigger problem to take care of visibility when these developments have an effect on which manufacturers seem in AI search.

Micro-trends pop up on a regular basis, triggering fast shifts in how AI solutions vogue queries.

When the development heats up, LLMs pull in manufacturers that seem on-line in listicles or TikTok roundups.

ChatGPT – When the trend heats up

And when the development cools? Those self same manufacturers disappear simply as shortly.

Right here’s What You Can Do

To remain current throughout every development swing, you want a content material and operations pipeline that speaks in actual time to the language fashions are echoing.

  1. Construct a proactive development calendar: Map your content material to seasonal moments, like spring tailoring, fall layers, vacation capsules, back-to-school fundamentals, and so forth
  2. Refresh imagery and duplicate to reflect development language: Replace PDPs, on-site copy, and retailer description to match the phrasing utilized in cultural content material
  3. Create rapid-fire listicles and lookbooks: Listicle-style content material, creator movies, and different trend-related mentions may help enhance visibility. This contains constructing your individual content material and dealing with creators and publications to characteristic your product of their content material.

Right here’s an Instance: UGG

Anybody who was round for Y2K could have been shocked to see UGG boots come round once more.

However the model was prepared to leap onto the development and take advantage of their second.

Vogue reported that UGG made Lyst’s “hottest merchandise” listing in 2024.

Since then, they’ve been repeatedly featured in seasonal “winter wardrobe necessities” fashion roundups.

One analyst discovered that there had been a 280% increase in popularity for the footwear. Humorous sufficient, that development appears to be a daily prevalence yearly as soon as “UGG season” rolls round.

In truth, on TikTok, the hashtag #uggseason has virtually 70k movies.

TikTok – Uggseason videos

UGG stays seen whilst seasons developments shift. That’s as a result of the model is at all times current within the content material streams that LLMs deal with as cultural indicators. By partnering with influencers, UGG amplified its presence so successfully that the boots themselves turned a second — one thing folks wished to {photograph}, share, and take part on with out being requested.

The consequence?

They’ve one of many highest AI Visibility scores I noticed whereas researching this text.

Visibility Overview – Ugg – AI Visibility

(As a marketer, I discover this encouraging. As a Millennial, I discover it deeply disturbing.)

Sustainability and Proof (Not Claims)

Sustainability has develop into one of many strongest differentiators for vogue manufacturers in AI search.

However solely when manufacturers again it up with verifiable proof.

LLMs don’t reward obscure eco-friendly language. As a substitute, they floor manufacturers with certifications, documentation, and third-party validation.

Fashions additionally pull closely from Wikipedia and third-party certification databases. These pages usually act as belief anchors for AI search outcomes.

Right here’s What You Can Do

It’s essential to construct a transparent, credible footprint that fashions can cite.

  1. Centralize pages on supplies, care, and influence: Make them transient, structured, and verifiable. Embody supplies, sourcing, certifications, and restore/resale information.
  2. Keep third-party profiles: Preserve your certifications up-to-date. This contains issues like Truthful Commerce, Bluesign, B-Corp, GOTs, and so on.
  3. Standardize sustainability claims throughout all retailers: In case your DTC website says “Truthful Commerce Licensed” however your Nordstrom PDP doesn’t? Fashions deal with that as unreliable.

Right here’s an Instance: Patagonia

Patagonia is the ruler of AI visibility with a 21.96% share of voice.

Top 20 Brands Fashion & Apparel

Partially, that is due to their unbelievable dedication to sustainability. They mainly personal this area of interest class inside vogue.

Patagonia’s sustainability claims are backed up by third-party certifications.

And so they’re displayed proudly on every PDP.

Patagonia – Sustainability Certs

They’re additionally clear about their efforts to assist the atmosphere.

They preserve pages like this up to date repeatedly.

Patagonia – Progress This Season

These sustainable efforts aren’t simply huge speak.

Assessment websites and precise customers communicate positively on-line about these efforts.

Gearist – Patagonia Repair Review

They’ve made their declare as a sustainable vogue model.

So, Patagonia exhibits up first, virtually at all times, in LLMs when speaking about sustainable vogue:

ChatGPT recommends Patagonia

That’s the facility of constructing a sustainable model.

Make AI Work for Your Style Model

You’ve seen how the highest vogue manufacturers earn AI visibility.

The trail ahead is easy: Consensus + Consistency.

Construct consensus by getting folks speaking: Create shareable content material, encourage buyer posts, or work with creators and publications.

Construct consistency by preserving your product information aligned throughout your website and retail companions.

To get began, obtain our Fashion Trend Content Calendar to plan your technique round seasonal developments.





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ByTerfa Ukende
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Terfa Ukende is a seasoned financial writer with over seven years of experience covering topics on finance, investment, and economic development. He began his writing career with NewsWay before joining Watch Nigeria, where he continues to educate readers on wealth building, market trends, and smart money management. He holds a Bachelor’s degree in Statistics and Computer Science, which strengthens his analytical approach to financial reporting and investment insights.
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