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PersonalizationNovember 1, 2026

Content and Product Recommendations: Every Article Paired With the Products It Is About

P
Personyze TeamPersonalization experts
Content and Product Recommendations: Every Article Paired With the Products It Is About

Many stores publish good content and run it as a separate site. A buying guide mentions three boots and links to one; the page for one of those boots never shows the review written about it. Shoppers who would happily read and readers who are ready to buy walk past each other.

Personyze connects them. It pairs your site’s articles, the blog posts, guides and reviews, with the products they are about. Shoppers get relevant reading, and readers get products they can buy.

What it does

The pairs are read in both directions, as two recommendations you can place like any other algorithm:

  • Products in this content, on an article page: the products the article is about.
  • Content about this product, on a product page: the articles about the product the shopper is viewing, never ones they have already read.
outdoorgear.example/journal/first-hiking-boot
A hiker’s boots resting on a rock above a pine forest and mountains
GuideHow to choose your first hiking boot

Start with the ground you walk on. For rocky, wet trails, a mid boot like the Trailmaster X2 holds your ankle…

For dry, fast days, the Summit Low is lighter; the Ridgeline Mid sits between…

Products in this contentOn the article
A pair of brown full-grain leather hiking boots with red laces and a lugged sole
Trailmaster X2Readers click
A pair of olive green and tan low hiking shoes with a grey toe cap
Summit LowNamed
A pair of slate grey mid hiking boots with burnt orange laces
Ridgeline MidNamed
One set of pairs
outdoorgear.example/boots/trailmaster-x2
A pair of brown full-grain leather hiking boots with red laces and a lugged sole
Trailmaster X2Leather hiking boot, waterproofAdd to cart
Content about this productOn the product
A hiker on a hillside trail lined with yellow spring wildflowers
Breaking in new bootsReaders click
Brown leather hiking boots standing in a fast-flowing stream
Trailmaster X2 reviewNamed
One set of pairs, read both ways. On the guide, the products it is about. On the product page, the articles about it. Each card’s tag is the reason it was paired.

How it decides what goes together

For every article and every product, Personyze looks for three kinds of evidence that they belong together, strongest first. The third, the topic match, is the same AI reading of your catalog that powers Similar items (AI):

  1. 1
    Readers click throughThe article links to the product, and readers actually follow that link.
    Example“…a mid boot like the Trailmaster X2 holds your ankle”: the guide links to the boot, and readers of the guide open it.
  2. 2
    The article names the productIt mentions the product’s line or model.
    Example“…the Summit Low is lighter; the Ridgeline Mid sits between”: no link, but both are named.
  3. 3
    Same topicAI judges that the article and the product are about the same thing, even if the product is never named.
    Example“Waterproofing your leather boots” never names a boot, and it is about the Trailmaster X2, a leather boot.
Three kinds of evidence, strongest first. What readers do outweighs what the article says, and a named product outweighs a shared topic. The topic match is what finds pairs no one linked or named.

The pairs are rebuilt every night, so the articles you publish and the products you add are included automatically. There is nothing to tag and no list of links to keep by hand.

Where it works

The same pairs serve four kinds of page:

PlacementRecommendationWhat the visitor sees
Article pageProducts in this contentThe products this article is about
Product pageContent about this productArticles about the product they are viewing, never ones they have already read
Home pageProducts in this contentContent about this productArticles about everything they viewed, carted or bought (or only what they bought), and products from the articles they read
Category pageProducts in this contentContent about this productThe same as on the home page, limited to that category

On the home page you choose where it starts: everything the visitor viewed, carted or bought, or only what they bought. On a category page it works the same way, kept to that category, so a visitor on Hiking boots sees the articles and products about boots.

An example: an outdoor gear store

  • On the article “How to choose your first hiking boot”, the widget shows the three boots the guide mentions, then other boots on the topic.
  • On the product page for the Trailmaster X2 boot, it shows “Breaking in new boots” and “Trailmaster X2 review”.
  • On the home page, a returning visitor who bought the X2 sees “Waterproofing your leather boots”: a guide to getting more from what they bought.
On the article“How to choose your first hiking boot”
outdoorgear.example/journal/first-hiking-boot
A hiker’s boots resting on a rock above a pine forest and mountains
GuideHow to choose your first hiking boot

Start with the ground you walk on. For rocky, wet trails, a mid boot like the Trailmaster X2 holds your ankle…

For dry, fast days, the Summit Low is lighter; the Ridgeline Mid sits between…

Products in this contentThe boots it mentions, then the topic
A pair of brown full-grain leather hiking boots with red laces and a lugged sole
Trailmaster X2Readers click
A pair of olive green and tan low hiking shoes with a grey toe cap
Summit LowNamed
A pair of slate grey mid hiking boots with burnt orange laces
Ridgeline MidNamed
A pair of brown waterproof winter boots with a fleece collar
Timberline WinterSame topic
On the product pageTrailmaster X2, for a visitor who read the guide last week
outdoorgear.example/boots/trailmaster-x2
A pair of brown full-grain leather hiking boots with red laces and a lugged sole
Trailmaster X2Leather hiking boot, waterproofAdd to cart
Content about this productNever one they have read
A hiker on a hillside trail lined with yellow spring wildflowers
Breaking in new bootsReaders click
Brown leather hiking boots standing in a fast-flowing stream
Trailmaster X2 reviewNamed
A hiker’s boots resting on a rock above a pine forest and mountains
How to choose your first hiking bootAlready read
On the home pageA returning visitor who bought the X2
outdoorgear.example
A pair of brown full-grain leather hiking boots with red laces and a lugged soleWelcome backBought last month: Trailmaster X2
Content about this productFrom what they bought
Boots and striped wool socks on a rock beside a rushing river
Waterproofing your leather bootsSame topic
Brown leather hiking boots standing in a fast-flowing stream
Trailmaster X2 reviewNamed
Products in this contentFrom what they read
A pair of charcoal merino hiking socks with orange toes and heels
Merino Hiking SocksBreaking in new boots
An open tin of leather boot wax beside a bristle brush
Leather Boot WaxTrailmaster X2 review
One outdoor gear store, three pages. The guide sells the boots it is about. The boot’s page offers the reading a buyer wants and leaves out the guide this visitor already read. And after the purchase, the home page turns to getting more from the boot.

What your account needs

  • Both catalogues loaded: your products, and your articles. Content recommendations shows how articles come in, and product recommendations how products do.
  • Similar items (AI) switched on. It is the AI that reads what each product and each article is about, which the topic match is built on. See Similar items (AI) in the algorithm library.

Without both, the two recommendations are greyed out in the list of algorithms, with a tooltip that explains what is missing, so you never place a widget that cannot fill.

Putting it on your pages

  • On your article pages, add a recommendation widget and choose Products in this content.
  • On your product pages, choose Content about this product.
  • On your home and category pages, use either, or both in one widget with tabs.
  • Preview it as a real visitor, publish to staging, then live, as with any recommendation.

The two recommendations are also offered in recommendation emails and through the JSON feed, so a follow-up email can carry the articles about what someone bought. For the rest of the setup, see content recommendations set up with AI and product recommendations set up with AI in the help center; for every other algorithm, the algorithm library.

Questions people ask

What are content and product recommendations?

Recommendations that pair a site’s articles, such as blog posts, guides and reviews, with the products they are about. On an article page, Products in this content shows the products the article is about. On a product page, Content about this product shows the articles about that product. Home and category pages can show both.

How does Personyze know which products an article is about?

It weighs three kinds of evidence, strongest first: readers click through from the article to the product; the article names the product’s line or model; and AI judges that the two are about the same topic, even if the product is never named. The pairs are rebuilt every night.

Does an article have to link to or name the product?

No. Links that readers follow and products the article names are the strongest evidence, but the topic match pairs an article with the products it is about even when it names none of them.

Will shoppers see articles they have already read?

No. Content about this product never shows an article the visitor has already read.

Do I have to tag articles or keep the pairs up to date?

No. The pairs are rebuilt every night, so the articles you publish and the products you add are included automatically.

What does my account need?

Both catalogues loaded, your products and your articles, and Similar items (AI) switched on. Without both, the two recommendations are greyed out, with a tooltip that explains why.

Let your articles sell, and your products tell their story.Load your products and your articles, switch on Similar items (AI), and put the two recommendations on your article and product pages. The pairs keep themselves up to date.Start freeSee content recommendations
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