Recommendations

Ingest Product Data Quickly, Start Serving Recommendations

Ingest product data quickly and start serving recommendations that convert, powered by the same unified profiles used across your journeys, experiments, and personalization. Two layers of AI targeting (algorithms + Audience AI) that no standalone recommendation engine offers.

Recommendations platform

Ingest product data quickly and easily

Connect your catalog so recommendations update in real time.

Simple data import

Import product data in minutes with XML and JSON.

One-click Shopify sync

Sync your catalog using a native Shopify integration.

Flexible attribute mapping

Map product attributes so you control what data powers recommendations.

Product data ingestion

Leverage advanced AI for high-converting recommendations

Choose algorithms, apply filters, and keep widgets fully populated.

  • Diverse recommendation algorithms

    Use Best-selling, Newest, Most popular, Viewed Together, Purchased Together, Category Affinity, and more.

  • Custom configuration

    Add filters, inclusions, exclusions, and rules to match your merchandising needs.

  • Smart fallback logic

    If a feed runs thin, fall back to secondary algorithms so widgets stay useful.

AI recommendation algorithms

Customize and deploy recommendations effortlessly

Ship recommendations across channels with brand control.

  • Multi-channel reach

    Deploy recommendations on web, app, and emails with client-side and server-side options.

  • Easy widget styling

    Match your brand fast, then adjust layouts, text styles, and more.

  • Personalized email recommendations

    Add tailored product suggestions to campaigns with built-in templates and editor support.

Recommendation widgets
Recommendation deployment

Start converting with smarter recommendations

See how built-in recommendations with two layers of AI targeting drive revenue. No separate recommendation engine needed.

AI Product Recommendations Engine