RECOMMENDATIONS
AI-Powered Ecommerce Recommendations Are Superior in Every Way
Tangible ROI proven in under 4 weeks — learn how.
Offer popular the right choices to every individual user. Where legacy systems provide bland suggestions, Constructor provides dynamic, just-for-you recommendations that keep your most important metrics like RPV, profit margin, abandoned cart rate, and CLV at the forefront.
- Attractive > Popular
- Optimized Placement
- Your KPIs, Your Rules
Go way beyond “popular” picks
Legacy recommendation systems tend to only favor products with substantial data. Constructor uses a clickstream-based approach that champions attractiveness over popularity. Even if it’s fresh and data-light, every product gets a fair chance to be recommended.

Put 'em where they matter most
Constructor places your ecommerce recommendations where your shoppers are likely to interact: homepage, product detail pages, search pages, category pages, shopping cart, 404 pages, pop-ups, and emails. You pick the strategy for each pod, and we’ll take it from there.

Your KPIs, your rules
Dial up your revenue and AOV by tailoring recommendations to their site location. Bundles for product pages, upsells for checkout—everything to fit your KPIs like a glove.

Go way beyond “popular” picks
Legacy recommendation systems tend to only favor products with substantial data. Constructor uses a clickstream-based approach that champions attractiveness over popularity. Even if it’s fresh and data-light, every product gets a fair chance to be recommended.

Put 'em where they matter most
Constructor places your ecommerce recommendations where your shoppers are likely to interact: homepage, product detail pages, search pages, category pages, shopping cart, 404 pages, pop-ups, and emails. You pick the strategy for each pod, and we’ll take it from there.

Your KPIs, your rules
Dial up your revenue and AOV by tailoring recommendations to their site location. Bundles for product pages, upsells for checkout—everything to fit your KPIs like a glove.

Ecommerce recommendation types always anchored in the KPIs that matter most
Complementary
Alternative
Bundles
Filtered
Best Sellers
User Featured
Recently Viewed
Abandoned in Cart
Query Based
Bundles
Complementary
Alternative
Filtered
Best Sellers
User Featured
Recently Viewed
Abandoned in Cart
Query Based

92% lift in recommendations conversions
22% lift in recommendations AOV
“With our legacy search provider, we struggled to provide our customers with an advanced, enjoyable product discovery experience.
Constructor allowed us to provide personalized results for all our users while actually optimizing for business results we care about.”

Britt Ballard
Director of Engineering, Bonobos

Creative and curated solutions
“We’ve used Constructor for product recommendations and search. The functionality continues to benefit us in conversion, average order value, and an improved customer experience through curated results.
I have greatly appreciated the level at which Constructor works with us on specific business needs and supports us with creative and curated solutions. It is a collaborative relationship and I value the partnership.”
Verified User in Retail
Read our reviews on G2>
With our legacy search provider, we struggled to provide our customers with an advanced, enjoyable product discovery experience.
Constructor allowed us to provide personalized results for all our users while actually optimizing for the business results we care about."

Britt Ballard
Director of Engineering, Bonobos
"We've used Constructor for product recommendations and search. The functionality continues to benefit us in conversion, average order value, and an improved customer experience through curated results.
I have greatly appreciated the level at which Constructor works with us on specific business needs and supports us with creative and curated solutions. It is a collaborative relationship and I value the partnership."

Verified User in Retail

Recommendations powered by our Native Commerce Core™
Powered by Constructor’s proprietary algorithms, large language models, and transformers, a boost in Recommendations doesn’t pull the brakes on search or browse. No more trade-offs — only all-encompassing wins.
plus a holistic suite of solutions you and your customers will love
Product discovery results you can trust — and verify.
Tangible ROI proven in under 4 weeks — learn how.
Product discovery results you can trust — and verify.
Tangible ROI proven in under 4 weeks — learn how.