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.

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.

Optimized Placement

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

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

The Ultimate Guide to Searchandising with Constructor Whitepaper

Don't just trust AI. Understand it.

In this guide, we unravel how Constructor smooths out and boosts your merchant team’s searchandising workflows. Get a behind-the-scenes look at our total searchandising functionality — from what the AI helps with to what you can do when you choose to manage by exception.

We’ll explore two main territories:

  • Site search and browsing features
  • Comprehensive product discovery across your site
Bonobos

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>

92% lift in recommendations conversions

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

Read the full case study >
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
Previous slide
Next slide

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

See how Constructor can help unlock the potential of your search and product discovery experience.

Your customers demand a personalized shopping experience, and any friction felt is a customer lost. Book a demo to understand how our composable, AI-powered technology surfaces merchandising data, personalizes the user experience, and increases revenue.

Product discovery results you can trust — and verify.

Book a demo with a Constructor product discovery specialist.

Tangible ROI proven in under 4 weeks — learn how.