Product Recommendation Personalization with AI

The agent analyzes a shopper's real-time browsing and purchase behavior and combines it with collaborative filtering — what similar customers buy — to generate personalized recommendations on product pages, in the cart and in emails. It works effectively from a few hundred products and a few thousand monthly visitors; with limited behavioral data it falls back on popular products per category so recommendations are never empty.

Standard agents like this one start from €2,500; a custom implementation tailored to your systems starts from €5,000. You can start with a free AI scan to see which quick wins apply to your business.

Implementation typically takes about 3 weeks, including connecting your webshop platform and marketing tools and configuring your promotion rules.

Behavioral data is pseudonymized and processed on EU servers, and we can sign a data processing agreement. Cookie consent is respected: anonymous visitors receive category-based recommendations, while logged-in customers with consent receive personalized ones.

The agent integrates with webshop platforms such as WooCommerce, Shopify and Lightspeed, and with email and marketing tools like Klaviyo, Mailchimp and ActiveCampaign — so recommendations also appear in order confirmations and abandoned-cart emails, generated at send time so they stay current and in stock.

Yes, you set the rules: products with higher margins can get priority, out-of-stock items are excluded, and seasonal products can be highlighted temporarily. The agent combines these rules with the behavioral algorithm, so promotions stay under your control.

You can track impact through reports on impressions, click rate, conversion rate and attributable revenue per recommendation block, and set up A/B tests to compare algorithms. We monitor performance and adjust the setup if a connected platform changes its API.