What are Product Recommendations?

Product recommendation engines suggest relevant items to shoppers based on various signals. Amazon attributes 35% of revenue to recommendations - the stakes are high.

Recommendation Types

Collaborative

"Customers who bought X also bought Y." Requires data.

Content-Based

Match product attributes to stated preferences.

Quiz-Based

Direct questions → personalized matches. No history needed.

Quiz Recommendation Advantage

New visitors have no browsing history. Quizzes solve the cold-start problem by asking directly what they need, then matching to perfect products.

See Recommendations in Action

Take the Quiz →