Autopilot proposals
Tandem works out what each product is and what goes with it, from titles, tags, collections and properties — even when product types and categories are empty.
Shopify app · product recommendations
Tandem proposes two blocks for every product page: “Pairs well with” — a helmet for a bike, a case for a phone — and “Similar” for shoppers comparing options. The autopilot drafts them on day one, without sales history. You review every proposal before shoppers see it.
In review for the Shopify App Store. Write to us and we will set it up with you.

Tandem works out what each product is and what goes with it, from titles, tags, collections and properties — even when product types and categories are empty.
Show accessories as a ready set with a total and one “Add to cart” button, or as a list, grid or carousel.
Alternatives that keep what matters: size, gender, wheel size or model. Only what is in stock.
What to show for a category, a collection, chosen products or a product property. Your rules always win over the autopilot.
Put chosen products first in recommendations for the dates you set, with a label on the card.
Views, clicks and adds to cart from the blocks, by block and by day (Pro).






| Capability | Tandem | Typical recommendations apps |
|---|---|---|
| Useful on day one, before you have sales history | Yes | Often need order history to learn |
| Works when product types and categories are empty | Yes | Rely on types, tags or Shopify's own suggestions |
| Nothing reaches shoppers without your approval | Yes | Algorithms publish straight away |
| Flat price that does not grow with your orders | Yes | Often priced by orders or revenue |
| Blocks take fonts, colors and buttons from your theme | Yes | Separate widget styles to adjust |
| Your recommendations are stored in your own store | Yes | Kept on the vendor's servers |
“Typical apps” sums up what we found reviewing the leading apps in this Shopify App Store category in 2026.
$0
$10/30 days
$15/30 days
$30/30 days
Paid plans include a 14-day free trial. Billing goes through Shopify.
No. The autopilot builds proposals from your catalog — titles, tags, collections, properties — so Tandem is useful from the first day, in a new store too.
Yes. Every proposal waits for you: accept, edit or skip it. Your own rules for categories, collections, chosen products or properties always come first.
Finished recommendations are stored in your store and rendered by theme blocks, so the product page does not wait for our server.
Any Online Store 2.0 theme. Blocks are added in the theme editor and take fonts, colors and buttons from your theme by default.
No. Tandem reads products and writes recommendations into your store. It does not read customer records.
The admin is available in 10 languages, picked from your Shopify admin; block titles follow your storefront language.
Setup help, a feature you need, a question before installing — write to us. We are a small studio working in the Paris and Moscow time zones, and the developer of Tandem reads every message.
lalo-app · Shopify apps and websites · lalo-app.com