Constructor alternative for Shopify product discovery
Constructor is an enterprise search platform onboarded through its customer-success team. RecoMelon is enterprise visual discovery for large Shopify catalogues - before and after the purchase - that goes live within hours, configured remotely by our team, so you can see it side by side with your current setup before you commit.
Search that understands what shoppers mean. Conversational and contextual search interprets style, colour, attributes and intent. Dynamic merchandising balances commercial and catalogue priorities, while inline Shop Similar and integrated LiveGrid™ UGC keep shoppers discovering without returning to a static results grid.
Shop Similar, directly from the product image. When a product is "almost right", Reveal™ offers visually aligned alternatives from within the primary product image, above the fold. Shoppers stay on the PDP and keep their intent while finding an alternative without the attribute stopping the purchase.
Turn “almost right” into another relevant option. Shop Similar keeps high-intent shoppers exploring with visually matched alternatives based on the product they are already considering - helping them refine their choice without starting their search again.
Turn one product into a complete look. Complementary recommendations create multiple looks around a chosen product, with configurable discounts and multi-buy offers to increase AOV. Bundle Rescue swaps unavailable or unsuitable items for visually similar alternatives without breaking the set. Integrated LiveGrid™ content helps shoppers visualise the combination.
Abandoned Cart Email Rescue. Sending shoppers back to rejected products repeats the problem. SecondLook™ restores the abandoned basket and offers visually matched alternatives for each item - helping shoppers find a better fit while preserving basket intent and cross-sell opportunities.
The discovery problem
Constructor is built to rank results against ecommerce KPIs. The shopper still has to choose, and on a visual catalogue that choice turns on details: the neckline, the shade, the finish.
When the product is close but not right, a store without visual alternatives and shopper-side filters loses the sale. The same happens when bundles break, carts are abandoned and old URLs return 404s.
Fit and implementation
Fit and implementation
VisualDNA™ and IntentWeave™ support relationships and attributes drawn from product imagery and catalogue context. Evaluate those signals through The Index™, Reveal™ or Bundles™ according to the selected shopper task.
Fit and implementation
Agree which platform owns the test surface, its catalogue inputs and analytics.
Fit and implementation
Retain the current experience elsewhere and confirm market eligibility and fallback presentation. No native Constructor connector or feature parity is assumed.
Fit and implementation
Review a complete-look placement alongside product alternatives, with clear ownership of the recommendations shown.
Fit and implementation
Check whether product details and visually related alternatives remain easy to explore on a narrow screen.
Why enterprise teams choose RecoMelon
Built for large catalogues - up to 2 million SKUs on Enterprise - with the same engine on Starter and Growth for smaller merchants. RecoMelon covers all eight shopper-journey moments natively; Constructor's official materials document one of the eight. VisualDNA™ matches on cut, silhouette, colour, print and structure, and explains each match.
Enterprise teams we speak to typically plan 6 weeks to 3 months to take a discovery platform live. RecoMelon installs from the Shopify App Store and our team configures it remotely - hands-free for your developers and merchandisers - so it goes live within hours. Constructor is onboarded through an account and customer-success team before components are added in the theme editor.
Brand Kit™ carries your typography, colours, buttons and spacing across every RecoMelon surface, and ThemeFlex™ fits Shopify 2.0 blocks and custom themes without a rebuild. Constructor offers theme editor sections with CSS and JSON options.
ColdStart™ and IntentWeave™ give new and long-tail products matches and attributes from their images as soon as they are published, with no sales history or manual tagging. Constructor claims new-item support; RecoMelon builds attributes from the image itself with IntentWeave™, with no tagging project.
Then prove it side by side. Run RecoMelon next to Constructor on the same product pages or categories, measure against your current baseline, and let the results make the case.
RecoMelon is enterprise visual discovery for large Shopify catalogues, live within hours and also available to smaller merchants. It covers all eight shopper-journey moments in the table below natively - before the purchase and around the basket. Constructor's official materials document one - its AI Shopping Agent - with visual similarity and bundles only partly described. RecoMelon reads cut, colour, pattern and finish directly from product images, and lets shoppers refine those matches themselves.
| Capability | | Constructor |
|---|---|---|
| Built for | Enterprise visual discovery for large Shopify catalogues, before and after the purchase - also available to smaller merchants | Enterprise search and discovery focused on ecommerce KPIs |
| Before the purchase: discovery and decision | ||
| Conversational and contextual search | Yes - The Index™ reads natural-language requests ("a neutral summer dress with sleeves") against what products look like, with inline Shop Similar | Yes - AI Shopping Agent |
| Visually similar alternatives on the product page | Yes - Shop Similar gallery and Reveal™ on the main product image, matched by VisualDNA™ on cut, colour, pattern and finish | Partial - visually similar strategy; image-based method not stated |
| Shopper refinement inside recommendations | Yes - Dealbreaker™ Filters let shoppers rule out a sleeve, neckline, fit or colour in the panel | Not listed |
| Shoppable UGC and video | Yes - LiveGrid™ links UGC and video to exact products and visual alternatives | Not listed |
| Around the basket and after: order value and recovery | ||
| Create the look bundles and multi-buy | Yes - Bundles™ builds several complementary looks around one product, with multi-buy and discount strategies | Partial - Bundles strategy; no discount listed |
| Bundle Rescue | Yes - swaps an unavailable or unsuitable item for a visual match without breaking the set | Not listed |
| Abandoned-cart email alternatives | Yes - SecondLook™ restores the basket and adds visually matched alternatives per item | Not listed |
| 404 and unavailable product recovery | Yes - RescueGrid™ turns dead product URLs into visually similar, in-stock alternatives | Not listed |
| Enterprise deployment | ||
| New products on day one | Yes - ColdStart™ and IntentWeave™ build matches and attributes from product imagery, with no sales history or manual tagging | Yes - claimed |
| Time to go live on Shopify | Within hours: Shopify App Store install, then configured remotely by the RecoMelon team - no tagging project or developer sprint | Account and customer-success onboarding, then theme editor components |
| Design fit with your theme | Brand Kit™, ThemeFlex™ and LayoutLab match your typography, colours and layouts without a rebuild | Theme editor sections with CSS and JSON options |
| Pricing and trial | Public: Starter $179/mo, Growth $349/mo, Enterprise custom - $1 per day for 30 days | Not public |
Constructor is the better fit if search and browse ranking is the whole brief and you want a vendor-managed enterprise rollout. RecoMelon is the better fit if shoppers are leaving after the result - on a nearly-right product, a broken bundle, an abandoned cart or a 404 - and you want a public price and a trial before a contract.
Proof at enterprise scale: Across a 230,000-SKU home décor catalogue, DecoratorsBest reported about 5× more recommendation clicks and 4× more recommendation-influenced orders between 16 March and 15 April 2026. Read the case study.
Proof on the product page: Pretty Lavish raised average order value on recommendation-influenced orders from £126.75 to £159.18 (+25.6%) after adding Shop Similar galleries and Dealbreaker™ Filters. Read the case study.
Hours, not months. Install from the Shopify App Store and our team configures placements, styling and merchandising remotely - no catalogue tagging project and no developer sprint. Enterprise teams we speak to typically plan 6 weeks to 3 months for a discovery platform.
Yes - that is how we recommend starting. RecoMelon runs next to Constructor on the same product pages or categories, measured against your current baseline, so the results make the case before anything else changes.
Yes. Keep Constructor on search and run RecoMelon on product pages, bundles and recovery surfaces first.
VisualDNA™ compares product images on cut, silhouette, colour, print and structure, and explains each match. IntentWeave™ turns the same images into attributes shoppers can filter with Dealbreaker™ Filters.
Sources: Constructor recommendations docs, Constructor Shopify connector, Constructor bundles release, RecoMelon pricing. Checked 24 Oct 2026.
Our team configures RecoMelon remotely and it goes live within hours - no developer sprint, no catalogue project. Run it next to your current setup on the same product pages and let the results make the case.
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