---
title: Product Recommendation Playbook for 2025 | Nacelle
description: Get our guide to ecommerce product recommendations in the AI era. Learn strategies for boosting conversation rates and average order values.
image: https://nacelle.com/hubfs/AI-Generated%20Media/Images/The%20image%20features%20a%20sleek%20and%20modern%20homegoods%20store%20with%20customer%20and%20sales%20associates%20engaged%20in%20conversation-1.jpeg
---

[See How Paige AI Significantly Boosts Meta Ad Performance → ](https://nacelle.com/blog/the-new-ecommerce-growth-strategy-from-dead-meta-ads-to-growth-ramp?hsLang=en)

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# Product Recommendation Playbook for 2025

This four part series provides a pragmatic product recommendation playbook for 2025. Use this guide to boost your brand's conversation rates and average order values.

[![The image depicts a modern sleek ecommerce office showcasing an elegant product recommendation feature on a desktop computer The screen highlights a vibrant array of products including stylish shoes accessories and clothing items each paired with eye-1](https://nacelle.com/hubfs/AI-Generated%20Media/Images/The%20image%20depicts%20a%20modern%20sleek%20ecommerce%20office%20showcasing%20an%20elegant%20product%20recommendation%20feature%20on%20a%20desktop%20computer%20The%20screen%20highlights%20a%20vibrant%20array%20of%20products%20including%20stylish%20shoes%20accessories%20and%20clothing%20items%20each%20paired%20with%20eye-1.jpeg)

#### Part 1: Product Recommendations: AI-Driven Strategies for Ecommerce Growth

Discover how AI-powered product recommendations boost conversion rates. Learn strategies for both anonymous and known visitors in today's digital world.

Read more 

](https://nacelle.com/blog/product-recommendations-ai-driven-strategies-for-ecommerce-growth?hsLang=en)

[![The image depicts a sleek modern fashion retail store illustrating  personalized product recommendations for the shopers-1](https://nacelle.com/hubfs/AI-Generated%20Media/Images/The%20image%20depicts%20a%20sleek%20modern%20fashion%20retail%20store%20illustrating%20%20personalized%20product%20recommendations%20for%20the%20shopers-1.jpeg)

#### Part 2: Personalized Product Recommendations: The Three-Stage Framework

Learn how to personalize product recommendations across the customer journey, from anonymous visitors to know shoppers, using the three-stage framework.

Read more 

](https://nacelle.com/blog/personalized-product-recommendations-the-three-stage-framework?hsLang=en)

[![A screen with data in an ecommerce store that aggregates segments and behaviors](https://nacelle.com/hubfs/AI-Generated%20Media/Images/The%20image%20depicts%20a%20modern%20fashion%20brands%20office%20and%20a%20marketing%20workspace%20featuring%20a%20sleek%20desk%20with%20dual%20monitors%20displaying%20colorful%20graphs%20and%20analytics%20dashboards%20There%20is%20clothing%20inventory%20neatly%20laid%20out%20and%20a%20glass%20board%20room%20across%20the%20hal.jpeg)

#### Part 3: Behavioral Targeting: Aggregate Data for Smart Product Recommendations

Discover how aggregate behavioral data transforms product recommendations and boosts conversion rates for both anonymous and known shoppers.

Read more 

](https://nacelle.com/blog/behavioral-targeting-aggregate-data-for-smart-product-recommendations?hsLang=en)

[![A sales associated of an ecommerce store making great product recommendations for the shopper](https://nacelle.com/hubfs/AI-Generated%20Media/Images/The%20image%20features%20a%20sleek%20and%20modern%20homegoods%20store%20with%20customer%20and%20sales%20associates%20engaged%20in%20conversation-1.jpeg)

#### Part 4: Five Product Recommendation Best Practices That Actually Drive Conversion

Discover practical product recommendation best practices that boost conversion rates. Learn effective strategies that work for anonymous & known shoppers.

Read more 

](https://nacelle.com/blog/5-product-recommendation-best-practices-that-actually-drive-conversion?hsLang=en)

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