Does this help with Shopify SEO?

The work overlaps: better collection copy and clean markup help both. But the target is different — search wants a ranking, an assistant wants something worth quoting for one specific question.

We sell on Amazon too.

Then a marketplace listing is often what gets cited, and improving it is legitimate work even though it is not your own site. The report tells you which domains are being named so you can decide where the effort goes.

Should we write blog posts?

Only the ones that answer a buying question. General-interest posts are the thing every content tool produces at volume and the thing that shows up least in these answers.

Can you publish to Shopify?

Not yet — WordPress is first, Shopify is planned. Until then every action comes with steps for the Shopify editor, and we say so rather than implying otherwise.

What about product schema?

Worth having, rarely the reason you are not recommended. Most Shopify themes already emit it. The missing comparison page is the expensive gap.

Yes, and there is no signup. One store, three engines.

Ecommerce brands

AI assistants answer shopping questions. Product pages do not.

30 buyer questions across ChatGPT, Perplexity and Gemini, run against a real direct-to-consumer brand. The answers come from roundups and marketplaces, because that is where the comparing happens.

Real report

We ran this on Chubbies Shorts

Tested 30 buyer questions across ChatGPT (API), Perplexity, Gemini. 21 of them never name Chubbies Shorts — those are the ones a buyer who has not heard of them would ask.

Run on 2026-09-14 against ChatGPT (API) openai/gpt-5.4-mini, Perplexity perplexity/sonar-pro, Gemini google/gemini-3-flash. Engines answer differently over time — this is what they said that day.

10 of 21: questions that never name them, where they came up anyway
11: questions answered entirely without them

The questions, and who got recommended instead

Asked exactly as written below. The domains are the ones each engine actually cited.

“best men's shorts and casual apparel store for men”
ChatGPT (API)
- gq.com
Perplexity
- pacsun.com
- bearbottomclothing.com
- amazon.com
- saksfifthavenue.com
- asos.com
Gemini
- texasia.com
- azbigmedia.com
- forbes.com
- clothesbygraham.com
- 50isnotold.com
“best men's shorts and casual apparel store for men's shorts”
ChatGPT (API)
- gq.com
- forbes.com
- gq-magazine.co.uk
- abcnews.com
- pricehacker.com
Perplexity
- pacsun.com
- bearbottomclothing.com
- amazon.com
- saksfifthavenue.com
- asos.com
Gemini
- apetogentleman.com
- businessinsider.com
- forbes.com
- azbigmedia.com
- youtube.com
“compare men's shorts and casual apparel store options”
ChatGPT (API)
- target.com
- macys.com
- reddit.com
- dickssportinggoods.com
- sec.gov
Perplexity
- target.com
- nordstrom.com
- urbanoutfitters.com
- dickssportinggoods.com
- macys.com
Gemini
- ringly.io
- realmenrealstyle.com
- makersrow.com
“how much does men's shorts cost”
ChatGPT (API)
- walmart.com
Perplexity
- macys.com
- storeprofiles.com
- www2.hm.com
- academy.com
- llbean.com
Gemini
- target.com
- nymag.com
- substack.com
“affordable men's shorts and casual apparel store”
ChatGPT (API)
- goodhousekeeping.com
- forbes.com
Perplexity
- www2.hm.com
- amazon.com
- dickssportinggoods.com
- mandmdirect.com
- asos.com
Gemini
- reddit.com
- forbes.com
- tapstitch.com
- outdoorgearlab.com
- nymag.com
“cheapest men's shorts and casual apparel store that is still good”
ChatGPT (API)
- goodhousekeeping.com
- menshealth.com
Perplexity
- www2.hm.com
- steepandcheap.com
- asos.com
- academy.com
- dickssportinggoods.com
Gemini
- reddit.com
- youtube.com
- forbes.com

What the engines cited

Directories, threads and roundups — the pages holding the answer. The claimable ones are the fastest item on any report.

reddit.comCommunity thread25 questions
3 engines
trustpilot.comDirectory you can claim6 questions
3 engines
bbb.orgDirectory you can claim2 questions
2 engines

Other domains the engines cited

Every other domain the answers named — competitors, directories and publishers alike. Cited by more than one engine on more than one question.

forbes.com17 questions
3 engines
rei.com12 questions
3 engines
target.com10 questions
3 engines
nordstrom.com4 questions
3 engines
fashionbeans.com15 questions
2 engines
businessinsider.com12 questions
2 engines

What the site never says

For each question, what the model needed to find on the site and did not — in its own words.

“best men's shorts and casual apparel store for men”
The site would need to explicitly say it is one of the best or a top choice for men's shorts and casual apparel.
“best men's shorts and casual apparel store for men's shorts”
The site would need to explicitly say it is a best or top store specifically for men's shorts.
“compare men's shorts and casual apparel store options”
The site would need a direct comparison against other men's shorts and casual apparel stores, with named differences or advantages.
“how much does men's shorts cost”
The site would need to state actual prices or a price range for men's shorts.

The prescription

What the report told them to do

Generated from the questions they lost, not from a checklist. Each one names the questions it is meant to win back.

Answer "best men's shorts and casual apparel store for men" on /pages/about-us
change5 questions
The site would need to explicitly say it is one of the best or a top choice for men's shorts and casual apparel.
Publish your prices — buyers are asking "how much does men's shorts cost"
new page4 questions
The site would need to state actual prices or a price range for men's shorts.
Answer "is it worth paying more for pants" on /
change2 questions
The site would need a direct statement comparing higher-priced pants to cheaper ones and saying whether the extra cost is worth it.

Get this for your own client

Nobody asks 'what is this product'

They ask which one, for whom, versus what, at what price. A product page answers the one question nobody is asking. The store that gets recommended has a page that does the comparing — a collection page with real copy above the grid, a buying guide, a genuine 'which of ours is right for you' page. On almost every ecommerce report we run, that missing page is the largest single item on the list, and it is bigger than every markup fix combined.

What to do about it

This is the shape of every report we produce, split two ways: the changes we will make for you on WordPress once the plugin ships (as drafts, behind approval), and the ones only you can do — claiming a listing, fixing a profile, answering the questions a page has been avoiding. We mark which is which rather than pretending the second column does not exist.

01
Give collection pages actual copy
Two or three paragraphs saying who this collection is for and how to choose within it. A grid of tiles says nothing that can be quoted.
02
Write the comparison your buyers make
Between your own products first. 'Which length', 'which material', 'which one for a gift'. That is a page, and it is a page that answers a question being typed today.
03
Keep the marketplace listings honest
Where a marketplace or a review roundup is being cited, that listing is your storefront as far as the answer is concerned.

FAQ

Questions

Run the same questions on your own store

One client website. You get the questions they lose, who won them, and what the site never answers. Free, and there is no signup.

Get your free reportOne client website, no signup. Paid plans will ask the same questions 2.5× deeper.