Beauty & fragrance
When a shopper asks for a perfume that lasts, is yours on the list?
A shopper asks an assistant for a fragrance that lasts, or a routine for dry skin, and gets a shortlist of three or four brands. We’re designing a way for beauty teams to see who makes that shortlist and which product details are missing on their side.

A shopper asks
“What’s a long-lasting perfume under $100?”
Sample shortlist
Three perfumes get named, and yours is missing
Shoppers ask for a result: lasts through an evening, fits a budget, works as a gift. The reply names the brands whose product pages answer that directly.
How the same shopper might ask in German
Parfum, das lange hält, bis 100 Dollar
“Das lange hält” is the everyday way to say a scent lasts. A literal rendering of “long-lasting” can miss it, so we’d look at the wording in each language separately.

What’s a long-lasting perfume under $100?
Competitor A
50 ml · $85
Smoky amber and cedar. Lasts through the evening.
- Amber
- Cedar
- Saffron
Competitor B
75 ml · $96
Sweeter floral with rose. Easy to find online.
- Rose
- Jasmine
- Vanilla
Competitor C
50 ml · $70
Lighter citrus for daytime. Sold at major retailers.
- Citrus
- Neroli
- Musk
Your brand
Not named. In this sample, your page describes a mood and lists no notes, size or wear time, so there’s nothing to quote.
Named, but with an old fact
A sample answer names your perfume, but gives 100 ml for $120.
Your page says 50 ml for $85. A retailer listing still shows the old bottle, so the answer repeats it.
Where a scent goes missing
How a good fragrance goes unmentioned
A page that sells a mood
“An evening in a bottle” doesn’t answer “which one lasts through a wedding?” At the counter a tester strip settles it in ten seconds. Online the page has to say it in words, or an answer has nothing to quote.
Three sizes, three descriptions
The 30 ml, 50 ml and 100 ml bottles read differently on your site, a marketplace and a retailer. An answer picks one version, or skips you.
Retailers and reviewers speak for you
Answers can lean on roundups and retail pages. If those describe your scent loosely, that’s the description that travels.
Tailored preview
A product record, read the way an answer reads it
For a fragrance, the working material is a product record: the facts a shopper’s question depends on, and which of them your pages state.
Your perfume, 50 ml
Sample product record3 of 8 fields stated
- Top notes
- Saffron, bergamot
- Stated
- Heart notes
- Jasmine, rose
- Stated
- Base notes
- Not listed on the product page
- Missing
- Wear time
- “Long-lasting” with no detail
- Partly stated
- Sizes
- 50 ml listed, 30 ml and 100 ml absent
- Partly stated
- Price
- $85
- Stated
- Gift or occasion
- No gifting or occasion wording
- Missing
- Where to buy
- Your site only
- Partly stated
This changes the record. It doesn’t change what an assistant will say, and we can’t promise it will use the new details.
Suggested catalog changes
- Add base notes and every bottle size to the product page and the retailer feed.
- Describe wear time from your own testing, and avoid promising it.
- Say who it suits and when: gift, evening, daytime, hot weather.
- List the retailers that carry it, so answers have somewhere to point.
Themes in competitor descriptions (sample)
- Gift-ready
- Travel size
- Wears well in heat
- Easy to find
Integrations
Where the data would come from, none of it linked today
For a fragrance house, the useful inputs would be the ones you already keep.
- Product catalog or feed
- Notes, sizes, prices and descriptions in one place, so we aren’t retyping them.
- Planned
- Retailer and marketplace listings
- To see whether your scent is described the same way where it’s sold.
- Planned
- Sources an answer cites
- The roundups and review pages a sample answer leans on, listed for your team to read.
- Planned
- A fix list your team can use
- Product page changes, written out for whoever updates the catalog.
- Planned
The first conversation
What we’d ask about your range
- The five to ten products that matter most this season.
- The questions your shoppers ask, and the words they use, in each language you sell in.
- How you describe notes, sizes and wear time today.
- Which retailers and reviewers you depend on.
- What a useful first version would have to show you.
Limits
What this can’t tell you
- Sample answers vary between runs, models and markets. A single answer is an anecdote.
- We haven’t measured how many fragrance shoppers use AI to choose, and we won’t quote a number we can’t source. That’s something to test with you.
- Nothing here makes a claim about skin or health outcomes. Skincare ingredient lists would be treated as label facts, and no product would be presented as medically tested or verified.
- Your own product claims should be checked against the advertising rules where you sell before they go anywhere.
Questions beauty teams ask
Do shoppers really ask AI for perfume?
Some do, especially for gifts and for “something like this, but cheaper.” We don’t know how many, and we found no fragrance-specific survey to quote. Ask your own customers first. It costs nothing and tells you whether this is worth your time.
What would you look at on a fragrance product page?
Notes by layer, concentration, every bottle size, price, wear-time wording, who it’s for, and where it’s sold. Then whether those facts match across your site, your retailers and any marketplace.
Does this work for skincare too?
The questions differ: ingredients, skin type, routine order. We’d treat ingredient lists as label facts and stay away from anything that reads as a promise about results. This is a topic for the first conversation. There’s no built feature for it.
My brand is small. Is that a disadvantage?
Possibly the opposite. A small house has less third-party coverage, so clear facts on its own pages carry more weight. That’s a hypothesis we’d like to test.
Can you guarantee we’ll be named?
No, and nobody can. What we’d show you is what answers say today and which gaps on your side are worth closing.

Show us the questions your buyers ask.
We’ll talk through the questions shoppers ask about your products and what a first version would show your team. No automated audit, and no promised rankings.
Talk to us about your buyers