Here's a gap most Shopify owners don't know they have. Your store might already show up when someone asks ChatGPT or Gemini "where can I buy a linen apron," but be completely missing from Perplexity. Same products, same store, two very different outcomes. The reason is structural, not a fluke, and once you understand it the fix is mostly paperwork plus some feed cleanup.
Why ChatGPT and Perplexity treat your store differently
Shopify has been rolling out what it calls Agentic Storefronts. The short version: if your store is eligible, Shopify can surface your catalog inside ChatGPT shopping, Google's AI Mode, Gemini, and Microsoft Copilot without you wiring up each one by hand. You opt in once on Shopify's side and the plumbing handles the rest. That's why a lot of merchants find themselves recommended by ChatGPT and assume they're covered everywhere.
Perplexity does not work that way. Perplexity runs its own shopping and merchant program, and it requires separate approval. Your store has to be accepted into their merchant or shopping pipeline before your products become eligible for product cards, "Buy with Pro" checkout, and the kind of direct recommendations Perplexity gives paying users. Being absent from Perplexity isn't a penalty. It's the default state for any store that never applied. If you want the longer explanation of how these AI assistants decide who to recommend, I wrote about whether ChatGPT actually recommends your store and the same logic applies here.
First, check whether you already appear
Before you apply to anything, confirm the gap is real. Open Perplexity and ask it the way a shopper would, not the way a marketer would. Don't search your brand name. Search the problem your product solves.
Try a few buying-intent prompts: "best [your category] for [use case] under [price]," "where can I buy [product type] online," and "[your category] recommendations." Watch whether Perplexity returns product cards, your domain as a citation, or competitor stores instead of you. If your competitors show up with little shopping cards and you don't appear at all, that's the signal. Note which stores Perplexity is favoring, because those are the ones already inside the program you're trying to join.
If you'd rather not eyeball this across four different assistants one prompt at a time, you can run a free AI visibility audit and see where you stand across ChatGPT, Perplexity, Gemini, and Google AI Overviews in one pass, including who gets recommended in your place.
What the Perplexity merchant program actually wants
Perplexity's shopping side leans on clean, machine-readable product data. It needs to trust that the price it shows is the price you charge, that the item is in stock, and that a shopper who clicks won't hit a dead end. So the requirements cluster around three things: a quality product feed, structured data on your pages, and honest commerce details like shipping and returns.
A quality feed means every product has a clear title, a real description (not one line), a current price with the right currency, a stock status, a GTIN or brand where it applies, and a working image URL. Thin or stale feeds get filtered out fast. Perplexity wants to recommend things people can actually buy today, so anything that looks abandoned or inconsistent works against you.
Structured data is the other half. Your product pages should carry valid Product schema (JSON-LD) with name, price, currency, and availability inside an Offer, plus aggregateRating if you have genuine reviews. This is what lets an AI engine read your page without guessing. It also helps the merchant reviewer see that your catalog is legitimate and current.
How to apply or connect
There are two realistic paths, and which one you use depends on how Shopify and Perplexity have wired things up by the time you read this, so check both.
The first path is through Shopify itself. Look in your Shopify admin under the sales channels and marketplace settings for any Perplexity or AI shopping connection. Shopify has been adding agentic commerce options here, and if a Perplexity hook appears, connecting it is the cleanest route because it pushes your existing product feed straight through. The second path is applying to Perplexity's merchant or shopping program directly through their merchant onboarding, where you submit your store and product feed for review. If you sell through a feed aggregator already (the same kind you'd use for Google Shopping), that feed is usually what gets reused, so getting it right pays off in more than one place.
Either way, the gating step is review. You submit, a process checks your feed and store quality, and you wait. This is the part that surprises people coming from the auto-enroll world of Agentic Storefronts.
Feed and schema hygiene that improves acceptance
You can't control Perplexity's reviewer, but you can remove every reason to say no. On the Shopify side, most of this is editable without a developer.
- Fill in real product descriptions, accurate prices, and stock status on every product, and make sure your Markets and currency settings match what shoppers actually pay at checkout.
- Confirm your theme outputs valid Product JSON-LD. Many themes include it in
theme.liquidor a product section; if yours doesn't, a structured-data app or a JSON-LD snippet in your theme can add it. Test the live URL in Google's Rich Results Test to catch errors.
Make your shipping and returns policies clear and easy to find. Set them up properly in Shopify's policy pages and shipping settings so the details are unambiguous: where you ship, how long it takes, and how returns work. AI shopping programs surface this to buyers, and a vague or missing returns policy reads as a risk. Also make sure your robots.txt (you can override it with a robots.txt.liquid file in your theme) isn't accidentally blocking the crawlers these engines use to read your pages. Blocking them quietly removes you from consideration.
The stores that win in Perplexity aren't the ones with the cleverest copy. They're the ones whose data a machine can trust without a human double-checking it.
A quick checklist and realistic expectations
Before you submit, run through this: products have full titles, descriptions, current prices, and stock status; Product JSON-LD validates clean on live pages; shipping and returns policies are filled in and findable; currency and Markets settings are correct; crawlers aren't blocked in robots; and you've actually tested a few buying prompts in Perplexity to confirm where you stand.
On timing, don't expect overnight. Approval and indexing take time, and even after you're in, citations build gradually as the engine gets comfortable with your data. Treat it as a process you check back on, not a switch you flip.
One last thing. Getting into Perplexity does not mean you've handled ChatGPT, Gemini, or Google AI Overviews. Each engine reads your store a little differently and pulls from different sources, so a win on one platform tells you almost nothing about the others. The merchants who stay visible treat AI shopping as four separate scoreboards, check each one on its own, and fix the gaps where they actually exist. Perplexity is just the one most people forgot to apply for.
See where your store stands
Run a free AI Visibility Audit and find out if AI recommends you.
Get my free audit →Questions store owners ask
Why does my store show up in ChatGPT but not Perplexity?
Shopify's Agentic Storefronts can auto-enroll eligible stores into ChatGPT, Gemini, Copilot, and Google AI Mode, but Perplexity runs a separate merchant program that requires its own approval. If you never applied, you're invisible there by default, not because of anything you did wrong.
Do I need a developer to get into the Perplexity merchant program?
Mostly no. The main work is cleaning up your product feed (titles, prices, stock, descriptions), making sure your theme outputs valid Product JSON-LD, and filling in clear shipping and returns policies. Most of that is editable in the Shopify admin. A developer only helps if your theme lacks structured data entirely.
How long does Perplexity merchant approval take?
There's no public fixed timeline, and it isn't instant. After you submit your store and feed, it goes through review, and even once accepted, product citations build up gradually rather than appearing all at once. Plan to apply, then check back over the following weeks.
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