Flexible recommendation API
Fully automated recommendation logic. For more operational efficiency.
AIRecos provide the best product recommendations at a glance in the quantity of your offer, while the Relevance Stream generally ensures the highest relevance of your product lists.
All recommendation logics are purely server-side and respect your native front-end environments and templates.

„BatteryIncluded GmbH is one of our partner companies and we couldn't be more satisfied. The team is always in a great mood, friendly and reliable.
The customer service for our customers is excellent and is always on hand to help us and our customers with any questions. A real recommendation!”

AI Bundles
With Frequently Bought Together (AI Bundles) we offer your customers exactly the additional products that really make sense - Intelligent and fully automatic. Our AI analyzes shopping cart and purchase patterns and combines frequently purchased items into smart bundles.
Whether matching accessories, complementary products or complete sets - AI Bundles not only increase the shopping cart value, but also make it easier for customers to make a purchase decision. Seamless integration into your product detail pages ensures an intuitive, convincing shopping experience.
The result? More cross-selling, higher conversion rates and satisfied customers, who find exactly what they are looking for - and more!
Bestsellers
Trust in your offer plays a central role in online shopping - and nothing convinces more than Bestsellers. Upon the logic of AIPicks you use Bestseller Sliders weekly updated and fully automatic for presenting the best-selling and most popular products in your store.
Our intelligent recommendation technology analyzes sales data and ensures that your customers always see the most popular items. Whether on the homepage, in categories or on product detail pages - Bestseller Recos draws attention to what has already convinced others.
The result: more sales through Social Proof. Give your customers confidence and lead them to a purchase decision more quickly.


Users also bought
Customers trust what others have bought. With "Users also bought" you are visualizing relevant product recommendations based on real purchasing decisions. This will inspire your customers and make their decision easier. Simply use our officially licensed Google app and our GA4 Connector.
Our mini LLM also analyzes shopping baskets and purchasing behavior and presents suitable alternatives or additional products directly on the product page or in the shopping cart. This not only increases user satisfaction, but also the average order value.
The result: more cross-selling, higher conversion rates and an intuitive shopping experience that will delight your customers.
Similar items
With "Similar items" you guide your customers to the products that match their interests - without any additional search. Using modern vector distance calculations, we automatically translate desired relationships and recommend products that are similar in style, functionality, category or naming, right down to related size and price ranges.
Whether as a complementary option or an alternative choice - “Similar products” ensure that customers always find exactly what they are looking for.
We playfully support you in increasing the length of stay and sales. The recommendations appear seamlessly in your store, matching the desired product.

Serverside Recos
All our recommendation logics follow a credo: API only.
For you, this means maximum performance product recommendations directly, without delays, without “reloading / flickering” and with maximum control over the styles and the front end.
They ensure better performance as no client-side scripts are required and all calculations run directly on the server. At the same time, they offer maximum data protection compliance, as no third-party cookies or external APIs are required. Relevant recommendations based on actual user behavior make it easy to achieve higher conversion rates. The integration is possible via Postman API Network Documentation and is directly compatible with common e-commerce platforms and CMS systems.
CMP independent
Your new serverside recommendations are also completely CMP independent.
BatteryIncluded is considered essential infrastructure according to the GDPR. Consent is not required. Our logics reach 100% of your users. As a common denominator, so to speak.
All calculations are made directly on our German cloud servers at Hetzner. Third-party cookies or external tracking services are not required, you do not need to explicitly integrate us into your Consent Management Platform (CMP). This also means that our recommendation logics can be delivered even if users do not give consent for client-side tracking. This keeps the user experience consistent and optimized while maintaining the highest data protection standards.
Performance-first vector database
At its core is a highly flexible, fully automated algorithm that precisely analyzes similarities between products depending on the desired use case by calculating vector distances. Of course, your individual sorting logic, sales figures and pricing strategies are also taken into account in order to always deliver the most relevant recommendations.
Thanks to the intelligent processing of your metadata and the option to incorporate additional tracking and performance data, the system automatically adapts to new trends and changes. We therefore ensure that your product lists are dynamically optimized even when using this technology with our Hybrid Vector Search.
Read more about innovative product recommendations and vector-based approaches, at our partner's developer blog at Shopware.

Ready for BatteryIncluded?
It's time to revolutionize your recommendations.
We can't wait to hear about you and your plans. Interested in a short demo? Would you like to see our portal? Export us any data and we'll talk in concrete terms.