Shopify · one-click install

Shopify personalization and personalized recommendations

Install KaireonAI on your Shopify store and it provisions your catalog, categories, per-customer sync, and a personalized decision flow automatically. An adaptive model then ranks personalized recommendations per shopper across product, cart, and thank-you surfaces — no customer PII required.

One-click Shopify personalization

Most personalization projects stall on setup. KaireonAI removes it. Installing the Shopify app auto-provisions the product catalog, categories, per-customer sync, and a personalized decision flow — the whole decisioning pipeline is stood up for you. From there, each shopper's order history syncs in and the store starts personalizing.

Personalized recommendations across every surface

An adaptive Naive Bayes model ranks offers per shopper, and it runs everywhere the shopper is — not just one widget on one page.

Product pages

Surface the offers a shopper is most likely to want, ranked for them the moment they land on a product.

Cart

Rank complementary offers at the cart, tuned to what this shopper has actually bought before.

Thank-you page

Turn the post-purchase moment into a personalized next-best-action instead of a generic banner.

Behavioral tiers from real order history

Each shopper's real order history syncs into behavioral tiers built from spend, recency, and frequency. Those tiers are what the adaptive model learns from, so a returning high-frequency buyer and a first-time visitor see rankings tuned to how they actually behave — and the model keeps adapting as new orders arrive.

Privacy-preserving by design

Personalization here does not depend on knowing who someone is. The ranking works on privacy-preserving behavioral tiers, so you can deliver personalized recommendations without collecting customer PII. Using PII fields is possible but requires Shopify Protected Customer Data approval — the default experience is built to be effective without it.

Built on an open decisioning platform

The Shopify app is a one-click way onto the same open-source, Apache-2.0 platform that powers KaireonAI everywhere else. Under the hood it is a visual decision pipeline — eligibility and fit filters, contact policy, match scoring, and ranking — that you can self-host and inspect. Personalization on your store, on a platform you can own.

Frequently asked questions

How do I add personalization to my Shopify store?

Install the KaireonAI Shopify app. It auto-provisions your product catalog, categories, per-customer sync, and a personalized decision flow — so personalization is running without you configuring a pipeline by hand.

Where do the personalized recommendations show up?

An adaptive Naive Bayes model ranks offers per shopper across product pages, the cart, and the thank-you page. Each shopper's real order history feeds the ranking, so the recommendations reflect what that person actually tends to buy.

Does Shopify personalization require customer PII?

No. Personalization works on privacy-preserving behavioral tiers derived from spend, recency, and frequency — no customer PII is needed to rank offers. Using PII fields requires Shopify Protected Customer Data approval, but the default experience does not depend on it.

What powers the recommendations under the hood?

The same open-source, Apache-2.0 decisioning platform that runs KaireonAI everywhere else: a visual decision pipeline with eligibility, contact policy, match scoring, and ranking. The Shopify app is a one-click way onto that platform.

Keep reading: Shopify personalized recommendations · Personalization without PII · Platform features

See personalization work end-to-end

Explore the live playground, then bring it to your Shopify store.