Dynamic scoring for intelligent recommendations
Each answer upvotes, downvotes, includes, or excludes products. At the end, the highest-scoring non-excluded products are recommended. The most powerful way to handle complex product catalogs.
How dynamic scoring works
A powerful 4-step system that handles the most complex recommendation scenarios.
Connect Products
Link your Shopify products, collections, or tags to the quiz scoring system.
Set Actions
Define what happens when a customer selects each answer.
Scores Accumulate
As customers answer, scores build up across your entire catalog.
Top Products Win
The highest-scoring, non-excluded products are shown as recommendations.
Four powerful actions
Combine these actions to build sophisticated recommendation logic without any coding.
Upvote
Boost product scores
Add points to products, collections, or tags when this answer is selected. The more upvotes, the more likely a product appears in recommendations.
Downvote
Lower product scores
Subtract points from products, collections, or tags. Products can still appear if they have enough upvotes from other answers, but they'll rank lower.
Include
Guarantee visibility
Force specific products to appear in results, regardless of their score. Perfect for must-have recommendations based on specific answers.
Exclude
Remove from results
Completely remove products from results, no matter how high their score. Critical for allergies, restrictions, or hard disqualifiers.
Perfect for these scenarios
Skincare Routines
Score products based on skin type, concerns, and goals to build complete routines.
Beauty & Cosmetics
Match foundations, lipsticks, and more based on undertones and preferences.
Supplements & Vitamins
Recommend based on health goals, dietary restrictions, and lifestyle.
Fitness & Sports
Match gear and supplements to training style, goals, and experience level.
Food & Beverage
Handle dietary restrictions while still recommending great products.
Fashion & Apparel
Combine style preferences, size, and occasion for perfect outfit matches.
Watch scores change in real-time
As customers answer questions, product scores update instantly. By the end of the quiz, the perfect products have naturally risen to the top.
Ready to build intelligent product recommendations?
Dynamic scoring handles the complexity so you can focus on what matters—helping customers find their perfect products.