Product88%
Low-friction size and option selection
Variant controls remain visible beside image stack.
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Curated launch dataset for RecoverBase browsing.
Product0%
Product page add-to-cart
A prominent, stable add-to-cart button lifts immediate buyer action when visible without scrolling on product pages for single, clearly priced items, especially if mobile sessions are significant.
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Sticky add-to-cart
A sticky add-to-cart bar lifts mobile add-to-cart rates when product pages scroll past two screens, mobile sessions exceed 40%, and the product has a single clear call to action. But it adds UI weight, potentially harming slow pages, confusing complex configurations, or causing layout shifts if not implemented cleanly.
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Checkout0%
Age verification
Age verification reduces checkout abandonment only when it answers a specific shopper question or reduces real uncertainty. It adds UI friction; any duplication or visual noise can cause abandonment.
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Allergen warning
An allergen warning lifts add-to-cart rate when it answers a specific shopper question or reduces real uncertainty on the product page. Skip it if it duplicates information or adds visual noise; 0 of 4 sampled stores currently implement this.
View this implementationCart0%
Cart discount input
Use cart discount input only when it addresses a specific shopper question or reduces uncertainty on the cart page, and is visible without scrolling. It adds visual noise and hurts performance when it duplicates information or lacks clear purpose. 0 of 3 sampled stores implement this.
View this implementationCart0%
Cart upsell
Cart upsells reliably increase items per order when complementary products add with one tap. Skip them if the cart is empty, products need variant selection, or checkout friction is already high; they add distraction.
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Category0%
Category page filters
Category page filters reduce shopper uncertainty and improve experience when visible at the decision moment. Skip them if they duplicate obvious information, add visual noise, or hurt page performance.
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Category page product card
Product cards on a category page reliably improve scanning speed and perceived quality when they display a clear image, name, and price without hover interactions, and maintain consistent image aspect ratios, especially for touch devices.
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Category page quick add
Category page quick add helps shoppers narrow options when it answers a specific question or reduces uncertainty, and appears at the decision moment. It adds visual noise and can hurt performance if it duplicates information or offers no clear benefit.
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Category page sort bar
A category page sort bar reduces shopper uncertainty when it answers a specific question on the category page and is visible at the decision moment. It adds visual weight; skip it if it duplicates obvious information, adds noise without purpose, or degrades page performance.
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Cookie banner
A cookie banner helps only when it answers a specific shopper question or reduces real cross-page uncertainty, visible at the decision moment. It adds UI weight; skip it if it duplicates information, adds visual noise, or strains page performance.
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Currency selector
Implement a currency selector only when it reduces shopper uncertainty across multiple pages and is visible at the decision moment. Skip it if it adds visual noise, duplicates information, or impacts performance; zero of seven sampled stores implement it.
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Exit-intent popup
An exit-intent popup can reduce shopper uncertainty across pages if it appears at the decision moment. The gain is real but rare; zero of seven sampled stores implement this. It often adds visual noise without clear purpose.
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Fit finder
A fit finder reliably lifts add-to-cart rate when it directly answers a shopper question or reduces uncertainty on the product page, visible at the decision moment. It adds UI weight and scan cost if it duplicates information, adds visual noise, or hurts page performance.
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Free shipping bar
A free shipping bar lifts shopper confidence when it resolves a specific uncertainty across multiple pages and is visible at the decision moment — but it adds scan cost if it duplicates information, creates visual noise, or burdens page performance.
View this implementationCart0%
Free shipping threshold
A free shipping threshold lifts cart page conversion when it resolves a clear shopper uncertainty at the decision moment. The gain is real but modest, and it adds enough visual weight that unclear or redundant messages can hurt more than they help.
View this implementationCheckout0%
GST calculator
Implement a GST calculator only when it directly answers a specific shopper question or reduces real uncertainty at checkout, and is visible at the decision moment. It often duplicates information, adds visual noise, or impacts page performance. Zero of one sampled stores currently implement one.
View this implementationHome0%
Home best sellers
Home best sellers helps shoppers when it directly answers a specific question or reduces real uncertainty on the homepage. Otherwise, it adds visual noise and can hurt page performance, especially if it duplicates information.
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Home category tiles
Use home category tiles when they reduce a specific shopper uncertainty on the homepage and appear without scrolling. Skip them if they duplicate information, add visual noise, or hurt page performance.
View this implementationHome0%
Home top section
A home top section reduces immediate bounce when it clearly shows what the store sells within 5 seconds. Luxury brands benefit from editorial heroes; commodity brands need product-forward ones.
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Home trust strip
Use a home trust strip when it directly answers a specific shopper question or reduces a real uncertainty at the decision moment. Otherwise, it adds visual noise, duplicates information, or burdens page performance. Zero of 7 sampled stores use this pattern.
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Ingredient glossary — skincare
An ingredient glossary on a product page lifts conversion only when it answers a specific shopper question or reduces uncertainty at the decision moment. Skip it if it adds visual noise, duplicates information, or hurts page performance.
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Ingredient list — skincare
An ingredient list for skincare lifts add-to-cart when it directly answers a specific shopper question or reduces real uncertainty on the product page, and is visible at the decision moment. Skip it if it duplicates information or adds visual noise without a clear purpose.
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Jewelry ring sizer
A jewelry ring sizer reduces shopper uncertainty when it directly answers a specific question on the product page and is visible at the decision moment. Otherwise, it adds clutter. Zero of four sampled stores implement it, indicating it is not a universal solution.
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Kids age filter
A kids age filter improves category page experience when it reduces real shopper uncertainty; otherwise, it adds visual noise and scan cost. Skip it if it duplicates information or lacks a clear purpose.
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Language selector
A language selector reduces shopper uncertainty only when it addresses a specific, cross-page question and is visible at the decision moment. Otherwise, it adds visual noise and scan cost, especially given its low prevalence in sampled stores.
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Live chat widget
Use a live chat widget when it reduces specific shopper uncertainty across pages and is visible at the decision moment. Skip it if it adds visual noise, duplicates information, or strains page performance.
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Localized returns policy
A localized returns policy helps when it answers a specific shopper question or reduces real uncertainty at the decision moment. Its value is conditional: it adds scan cost and visual noise if it duplicates information or impacts page performance without clear utility.
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Mega menu
Use this when mega menu answers a specific shopper question or reduces a real uncertainty at cross-page. Skip it when mega menu duplicates information already obvious from the page.
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Pet breed filter
A pet breed filter helps when it answers a specific shopper question or reduces uncertainty on the category page and is visible at the decision moment. It harms when it duplicates information, adds visual noise without purpose, or impacts page performance.
View this implementationCheckout0%
Post-purchase upsell
Post-purchase upsells succeed when they enable one-click additions of complementary, lower-priced items. Skip them if payment re-entry is required, or if the primary purchase was high-value/high-consideration, as these erode trust or trigger doubt.
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Product page image gallery
A product page image gallery is effective when visual evaluation drives purchase decisions; include hero, lifestyle, detail, and scale images. Skip for commodity products where a single, clear image is enough for recognition.
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Product page shipping ETA
Implement product page shipping ETA when it reduces a real shopper uncertainty at the decision moment. It clarifies a specific question, but adds UI weight. Skip if it duplicates information, creates visual noise, or hurts page performance.
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Product page variant selector
A product page variant selector reduces shopper uncertainty and lifts clarity when visible at the decision moment. Skip it if it duplicates information or adds visual noise without clear purpose.
View this implementationCheckout0%
Regional payment chips
Regional payment chips reduce shopper uncertainty at checkout when they answer a specific question and appear at the decision moment; otherwise, they add visual noise and hurt page performance.
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Returns policy strip
A returns policy strip lifts confidence when it reduces real shopper uncertainty across multiple pages and is visible at the decision moment. The gain is real but modest; it adds visual weight, and slow pages can hurt more than they help.
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Reviews widget
Visible reviews consistently lift conversion on product pages for significant purchases, provided at least 5 genuine customer reviews are available. Omit the widget if reviews are absent or unmoderated.
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Search bar
Use a search bar when it resolves specific shopper uncertainty across pages and is visible at the decision moment; otherwise, omit it. It adds clutter, duplicates information, and can hurt page performance. Notably, 0 of 8 sampled stores currently implement this.
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Size chart — clothing
Size charts lift clothing sales when they resolve a specific shopper question or reduce real uncertainty on the product page, and appear at the decision moment. Skip if they duplicate information or add visual noise without clear purpose.
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Size chart — kids
Implement 'Size chart — kids' when it directly answers a shopper question or reduces uncertainty on category pages, visible at the decision moment. Otherwise, it adds visual noise, duplicates information, or hurts performance.
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Size chart — shoes
Implement a shoe size chart when it reduces real shopper uncertainty on the product page, visible when shoppers choose a size. Skip it if it adds visual noise or duplicates existing information; its effectiveness depends on context.
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Social proof block
Social proof blocks reduce shopper uncertainty and lift confidence when they answer a specific question or reduce a real doubt, visible at the decision moment. But they add visual noise and scan cost if they duplicate information or lack a clear purpose.
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Trust badges
Trust badges reduce checkout abandonment for first-time buyers of brands with low recognition, particularly when placed near the payment field. Avoid them for established brands, returning customers, or if certifications are inactive.
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Urgency timer
An urgency timer lifts conversion when it answers a specific shopper question or reduces uncertainty across pages, and appears at the decision moment. The gain is real but narrow, and it adds UI weight that often fails to earn its space.
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VAT-inclusive label
A VAT-inclusive label on the product page adds clarity when it resolves a specific shopper uncertainty and is visible at the decision point. Otherwise, it risks visual noise and duplicates obvious information.
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Multi-currency toggle
Use a multi-currency toggle when it resolves shopper uncertainty across product pages and is visible at the decision moment; skip it if it duplicates information, adds visual noise, or strains page performance.
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Newsletter popup
A newsletter popup improves engagement when it resolves a specific shopper question or reduces cross-page uncertainty at the decision point. Otherwise, it adds visual noise, duplicates information, and can degrade page performance.
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Nutrition info
Nutrition information lifts shopper confidence when it directly answers a specific question or reduces uncertainty on the product page. It backfires if it duplicates content, adds visual noise, or negatively impacts page performance; 0 of 4 sampled real stores showed these issues.
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Payment options block
Use the payment options block when it reduces shopper uncertainty or answers a specific question at the decision moment. Otherwise, skip it; the block adds visual noise, duplicates information, or impacts page performance.
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Breadcrumb
Breadcrumbs reliably help users orient and navigate parent categories on sites with at least two catalog levels and organic search traffic. Skip them for flat structures or on mobile if they wrap above the page title, pushing content off the initial screen.
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