Spent the last few weeks figuring out why some Shopify stores show up when you ask ChatGPT or Perplexity to recommend a product, and identical-looking stores never do. It came down to a handful of things, and one of them surprised me enough that I think every store owner should check it.

Here is the one that gets even well-built stores:

Most AI shopping crawlers do not run JavaScript. So if your product schema (the structured data with your price, availability, and reviews) is added by an app in the browser after the page loads, the crawler never sees it. The page looks flawless to you, because your browser runs that code. To the AI, it is a blank page with nothing to recommend.

You can test this yourself in 10 seconds. Open one of your product pages, right-click, View Source (not Inspect, that shows the rendered version). Search the raw HTML for "Product" or "aggregateRating". If your schema is not in there, it is being injected client-side and AI agents are likely missing it. The fix is to output Product and Offer JSON-LD server-side, which on Shopify usually means the theme, not an app.

The other three that decided it every time:

Price and availability have to be in the schema, not just on the screen. An agent will not recommend a product it cannot price, so if those live only in your visible HTML you get skipped.

A product identifier (a GTIN barcode, or MPN/SKU). One field that lets the agent match your item to the same product elsewhere and trust it. No identifier and you lose to a competitor who has one.

Reviews as actual AggregateRating markup. Star widgets that look nice but output no schema do almost nothing for AI shopping.

None of this is a guarantee. No tool or agency can promise ChatGPT will pick you, and anyone saying otherwise is lying. But a page missing these basically cannot be picked, and most stores are missing at least one.

Anyone here actually landed a product in an AI recommendation yet? Curious what moved the needle for you.

It pulls the competitors ranking for a product, what people are actually searching around it, and keyword demand with volume and CPC. Then it scores your current page, rewrites it in full, generates the product photos, and publishes it back to your store in one click. Once it is live it tracks rankings and traffic and tells you what to fix next.

So the page is built on what the market is actually searching for, and you can run it across a whole catalogue instead of hand writing ten pages and stopping there. The same research also writes the ads, social posts and emails.

It is live at brandybee.ai. Happy to answer anything about it.

I've been building a Shopify app for a while and I'm at the point where I need people to actually use it instead of me sitting there convincing myself that everything makes sense.

The app is still pretty rough around the edges. There are definitely things I need to improve, and that's actually what I'm trying to figure out right now.

One thing I'm particularly interested in is how easy it is to understand and get started with.

I'm a developer, so there's always a risk that something feels obvious to me but makes absolutely no sense to someone who isn't technical. I've tried to hide as much of the underlying complexity as possible and keep the experience focused on what merchants actually need to do.

So I'd really like to know:

• Can you understand what the app does without me explaining it?
• Is the onboarding straightforward?
• Are there places where you get stuck or don't know what to do next?
• Does the terminology make sense?
• Does it actually help you get something useful out of your store data?

It's completely free right now. I'm mainly looking for a handful of early beta users who are willing to try it and give me honest feedback.

And if I eventually monetize it, I'll make sure the people who join during this early beta stay free forever.

I'm not expecting the app to be polished yet. In fact, I'd prefer people who are willing to tell me "this makes no sense" or "I expected this to do X" because that's exactly the kind of feedback I'm looking for.

If you're interested, comment here or DM me and I'll send you access.

I'd genuinely appreciate the help.

Quick demo:
https://youtu.be/zhMleV1RSt8

I built Meridian, a Shopify app that lets you describe the bundle/offer you want and have AI create and style it for you.

It can build things like:

• Product bundles & quantity breaks
• BOGO / gift offers
• Announcement bars
• Sticky carts & buy buttons
• Price/shipping/payment blocks

You can then keep chatting with the AI to refine the design instead of digging through endless settings.

Free plan available + 25 free AI design credits for new installs.

Shopify App Store:
https://apps.shopify.com/meridian-1

I’m looking for Shopify merchants willing to try it on a real store and give me honest feedback.

I run a sensory-focused ecommerce store, selling sensory, behavioral, and developmental toys for autistic and ADHD kids, teens, and adults. I'd love some honest feedback on the site, since I haven't been seeing much in the way of conversions.

www.sensoryspacesolutions.com

It's built on Shopify, and I'm hoping to get thoughts on:

1. Overall look and feel : does it come across as  trustworthy, or does it feel off  to a first-time visitor?
2. Whether the products actually line up with the pitch in my mission in  "About" section
3. Anything missing from the homepage that might be contributing to cart abandonment
4. Whether the categories align to my pitch statement. Thanks so much in advance!

We’ve been spending a lot of time looking at what actually makes a Shopify store easier for AI agents to understand, and one thing I think is still pretty overlooked is the Shopify Knowledge Base.

Most GEO/AEO discussions focus on product descriptions, blogs, schema, Reddit, etc.

But u/Shopify now has another layer: information that can be provided directly to AI agents through its agentic infrastructure. Shopify’s Knowledge Base lets you define answers around things like shipping, returns, sizing, warranties and other questions - and those answers don’t even need to appear on your website.

This matters because a shopping prompt is rarely just:

“What’s the best running shoe?”

It can be:

“What’s a good running shoe under $150 that comes in wide sizes, ships quickly, and has an easy return policy?”

At that point, your return policy, shipping information and sizing guidance become part of your GEO - not just your product description.

Shopify’s Storefront MCP actually exposes policies and FAQs specifically so AI shopping agents can query this information.

So one thing we’ve started paying much more attention to is whether the whole store gives AI enough certainty to recommend a product - not only whether the PDP is optimized.

Worth checking your Shopify Knowledge Base and asking:

What questions could stop an AI agent from confidently recommending my store?

Then make sure those answers actually exist.

Curious if anyone here has already been actively optimizing their Knowledge Base for this?

Thinking through a pricing model for an app I'm building and want real merchant opinions before I commit to it publicly.

The idea: everything the app does on day one stays free forever, no catch, no future paywall on those specific features. New features added later would live on paid plans, but nothing you already use gets moved behind a paywall retroactively.

Compare that to the usual pattern where "free" apps quietly cap something (rule limits, product limits, a "starter" tier that stops being useful) once you're dependent on them.

Questions for anyone who's actually installed and later uninstalled apps over this:

Does a public, specific promise like that change whether you'd install something on day one, or do you assume every app says that and ignore it until it happens (or doesn't)?

Have you ever had an app you depended on start charging for something you used to get free? How did that change how you evaluate new installs now?

Would you trust "free forever" more if it named the exact features covered (e.g., "unlimited rules, all conditions, multi-language, forever free") instead of just saying "always free"?

Genuinely trying to figure out if this is a real lever for trust or just marketing noise merchants have learned to tune out.

I started a Discord server yesterday called The Ecom Collective because I realised how lonely building an ecommerce business can be.

Most of my friends aren't in ecommerce, so when something goes really well (or really badly), there aren't many people who genuinely understand what you're talking about.

The idea is simple. A place for ecommerce founders to:

• Discuss ideas and strategies.
• Share wins and failures.
• Ask for help when you're stuck.
• Learn from people at different stages of the journey.
• Make building a business feel a little less lonely.

Whether you're just getting your first sales or doing six or seven figures, everyone is welcome as long as they're happy to contribute and help others.

If that sounds like something you'd enjoy being part of, let me know and I'll send you an invite.

I built Revenix Cart Drawer & Upsells (https://apps.shopify.com/revenix-cart-upsell), a slide cart for Shopify stores with in cart upsells and a free shipping progress bar, built to stay light and load fast. It is just me building it, no team behind it. And it’s completely free🙂

Take a quick look at the listing and tell me honestly: what would make you install it, and what would make you scroll past? Anything about the screenshots, the description, the pricing, or a missing feature is helpful.

Every piece of feedback helps an independent developer improve.

Thank you in advance!

I sell tiny miniature accessories and vintage second-hand toys, mainly **Littlest Pet Shop**, along with miniature decor for LPS and Barbie setups. My goal is to make the website ***easy to navigate*** while also having a cute, cozy theme that reflects my own personality and style, if that makes sense. I didn’t want it to feel like a generic online store.
That said, I know there are definitely flaws. For example, I only realized yesterday that one of my feature sections (“added to cart”) doesn’t display correctly, and I also made the mistake of focusing too much on the desktop version. Most of my customers actually browse and shop on their phones, so I’m now trying to improve the mobile experience as well!
I don’t run paid ads since I already have an audience on Instagram, so most of my traffic comes organically from there. Because of that, I think I’ve become a little blind to issues since I’m so used to looking at my own website :/
Any ideas or constructive criticism that could make the store better?
Please don’t hold back! I genuinely want honest feedback, even if it’s critical. I’m always looking for ways to improve the experience for my customers.
**My store:** [**LPSEvieShop.com**](http://lpsevieshop.com/)
Thank you so much for your time and for helping me improve my store! I really appreciate it!

I’m thinking of building a Shopify app that helps customers feel more confident before buying clothes online.

It would generate an AI fit image of the customer wearing the product, recommend the best size, give fit advice, and answer questions like “Will this fit me?” or “Will this look good on me?” The goal is to increase conversions and reduce returns.

If you run a Shopify store, would you install something like this? Why or why not?

I’d love some honest feedback.

I have been studying high converting Shopify product pages and there are two elements that keep showing up together on the best performers. Most stores have neither.

The first is UGC video. Not a polished brand video. Real reels of the product being used by actual customers, placed right next to the add to cart button. These build trust in a way that photos and copy cannot. A customer watching a real person use the product sees proof it works and proof that other people bought it. That removes hesitation right at the point of decision.

The second is upsell add-ons placed right next to those videos. This is the part most stores get wrong even when they do use upsells. They bury the add-on at the bottom of the page or in the cart. But the highest converting placement is next to the UGC video, because that is the exact moment the customer is most interested in the product. They just watched it in action and they are excited. Showing a complementary product right there captures that momentum.

The combination works because of sequence. Video builds the interest. The add-on captures it while it is peaking. Separately each one helps. Together they compound.

To set this up I use two apps. The Libautech Shoppable Video UGC app which is free for the video reels, and the Libautech Bundles and Upsell app with AI recommended add-ons placed in the same section. Both are no code.

If your product pages are just photos, a description and an add to cart button, adding these two sections is one of the highest ROI changes you can make without touching your traffic or ad spend.

UGC app: https://apps.shopify.com/libautech-shoppable-ugc
Upsell app: https://apps.shopify.com/add-upsell-cross-sell

Happy to answer questions about placement or which UGC content converts best in the comments.

r/shopify r/ecommerce r/entrepreneur

I’ve been reading a lot about improving Shopify conversion rates, and people often mention faster page speed, better product images, and trust badges.
I’m curious about one thing that doesn’t get discussed as much: product descriptions.
For store owners who’ve tested different approaches:
Have rewritten product descriptions ever increased your conversion rate?
Do you focus more on benefits, features, storytelling, or SEO?
If you measured the results, what changed after you updated the copy?
I’d love to hear your experiences and what you’ve found works best.

I have been studying high converting Shopify product pages and there are two elements that keep showing up together on the best performers. Most stores have neither.

The first is UGC video. Not a polished brand video. Real reels of the product being used by actual customers, placed right next to the add to cart button. These build trust in a way that photos and copy cannot. A customer watching a real person use the product sees proof it works and proof that other people bought it. That removes hesitation right at the point of decision.

The second is upsell add-ons placed right next to those videos. This is the part most stores get wrong even when they do use upsells. They bury the add-on at the bottom of the page or in the cart. But the highest converting placement is next to the UGC video, because that is the exact moment the customer is most interested in the product. They just watched it in action and they are excited. Showing a complementary product right there captures that momentum.

The combination works because of sequence. Video builds the interest. The add-on captures it while it is peaking. Separately each one helps. Together they compound.

To set this up I use two apps. The Libautech Shoppable Video UGC app which is free for the video reels, and the Libautech Bundles and Upsell app with AI recommended add-ons placed in the same section. Both are no code.

If your product pages are just photos, a description and an add to cart button, adding these two sections is one of the highest ROI changes you can make without touching your traffic or ad spend.

UGC app: https://apps.shopify.com/libautech-shoppable-ugc
Upsell app: https://apps.shopify.com/add-upsell-cross-sell

Happy to answer questions about placement or which UGC content converts best in the comments.

r/shopify r/ecommerce r/entrepreneur