Insights
Analysis and commentary on AI search, GEO/AEO, and product discovery for fashion and beauty ecommerce. Browse all articles →
AI doesn't remember your SKU numbers. It remembers your story.
Your catalog turns over every season. Your brand narrative doesn't. The brands AI keeps recommending are the ones who figured out which of those two things actually matters.
Read more · 4 minYour customer isn't searching for a trench coat
A shopper doesn't type a product name into ChatGPT. She types the situation she's actually in, like what to wear back to work when it's still warm out. Most catalogs still can't answer that.
Read more · 4 minTwo nearly identical products. Only one gets recommended by AI.
We keep seeing the same pattern on calls: similar catalogs, similar prices, wildly different AI visibility. The gap almost never comes down to product quality. It comes down to clarity.
Read more · 4 minYour homepage still says summer. The AI answering your customers already moved on.
Shoppers are asking ChatGPT and Perplexity about fall layering while most homepages are still running summer sale banners. Here's the gap that's actually costing you, and how to close it.
Read more · 4 minYour Labor Day sale is about to launch. AI assistants still think it's July.
Labor Day is the smallest of the big sale weekends, which is exactly why it gets rushed out the door with no AI-readable data behind it. Here's what a two-week fix looks like before the weekend hits.
Read more · 4 minNobody reads gift guides anymore. They ask for one.
Shoppers used to click through a listicle to find a present. Increasingly they just ask an AI assistant, and most product catalogs have no idea how to answer a gifting question.
Read more · 4 minBlack Friday starts before November, and most catalogs aren't ready for it
Peak season prep used to mean stocking inventory and building a landing page. Now it also means making sure AI assistants already understand what you sell, weeks before the traffic shows up.
Read more · 4 minShe bought the skirt. Now she's asking AI what top actually goes with it.
Shoppers rarely stop at one item. They ask AI to finish the outfit, and most product catalogs have no way to answer that question. Here's what's missing and how to fix it.
Read more · 4 minIt's 95 degrees outside. She's already asking AI what to wear in October.
Shoppers are researching transitional fall pieces weeks before the weather turns. Here's why that product data gap decides who gets recommended, and who gets skipped.
Read more · 4 minShe has a wedding in three weeks. Is AI recommending your dress?
Wedding guest shopping is one of the highest-intent, most time-boxed purchases in fashion, and almost nobody is optimizing for it. Here's why that's a mistake and what to fix first.
Read more · 4 minGetting found by AI is only half the job
AI search can send the right shopper to your site. What she sees when she gets there is still the same generic product page everyone else sees. Here's why that gap is costing brands the sale.
Read more · 4 minBack-to-school shopping doesn't start with a search bar anymore
Parents and students are already asking AI what to buy for the new school year. Here's why that changes how fashion brands need to show up, and what to do about it before the rush hits.
Read more · 3 minWhat it actually takes for AI to recommend your handbag
A shopper asks an AI assistant for a work bag that fits a laptop, or a gift for someone who only wears black. Here's what has to be true about your product data before your bag makes the answer.
Read more · 4 minYour shopper's AI agent can check out without ever loading your homepage
Recommending a product in ChatGPT used to be the finish line. Now the same assistant can complete the purchase itself, which means the finish line moved and most catalogs aren't ready.
Read more · 4 minWhat a five-star review taught us about how people actually shop for jewelry
Nayiri Jewelry told us their customers search by feeling, not by filter. That single line explains why so many jewelry and accessories brands are invisible in AI search, and what to do about it.
Read more · 4 minWhat does AI say about your brand when a shopper asks?
AI doesn't just rank your brand in search results. It describes your brand to the shopper before they've visited your site. Most fashion brands haven't thought about what that description sounds like.
Read more · 5 minShe's not searching for products. She's searching for her trip.
The shopper asking AI what to pack for the Amalfi Coast isn't browsing. She has a flight booked and a budget to spend. Here's why most fashion brands aren't showing up in those answers.
Read more · 4 minYour highest-value shoppers aren't on Google anymore
The shopper who spends twice as much and returns half as often is searching differently. Here's what fashion brands need to know about where she's looking.
Read more · 4 minBig catalogs don't win AI search. Better data does.
Independent fashion brands have a structural advantage in AI recommendations that most don't know they have — because it has nothing to do with catalog size.
Read more · 4 minYour summer sale is live. AI assistants don't know it exists.
Fashion brands are running their biggest promotions of the year — and losing a growing segment of buyers to brands whose catalogs AI can actually read.
Read more · 4 min