Visual search and recommendations for large home décor catalogs
Home décor shoppers decide through color, motif, finish, scale and room context, yet large catalogs often reduce those choices to rigid filters. RecoMelon turns product imagery and catalog context into search, collection and recommendation experiences that help shoppers navigate a wider assortment.
Search that understands what shoppers mean. Conversational and contextual search interprets style, color, attributes and intent. Dynamic merchandising balances commercial and catalog 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 visualize 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
Home décor choices combine color, motif, shape, finish and the setting in which a product will be used. A shopper may know the visual effect they want while struggling to express it through a product name or a small set of filters.
Make it easier to continue from a promising reference product. The task may be finding a related pattern, a quieter color or an alternative shape, with enough context to judge whether it belongs in the intended room.
Where RecoMelon fits
VisualDNA™ can support relationships based on visible color, pattern, texture and shape. Shop Similar or Reveal™ lets the shopper explore those alternatives from a product already under consideration; The Index™ can be assessed for natural-language product requests.
Catalog data must remain authoritative for dimensions, pattern repeat, materials, suitability, price, stock and market availability. An image is a visual reference, not evidence of exact scale, technical performance or a regulated safety claim.
Where RecoMelon fits
Begin with a wallpaper, textile or decorative object that captures the desired direction. Compare related patterns without treating a photograph as proof of dimensions or repeat.
Where RecoMelon fits
Help shoppers explore visually related color and texture choices. Keep catalog specifications available for material, finish and practical suitability.
Where RecoMelon fits
Use room context to explain the shopper's decision. Review complementary suggestions separately from physical compatibility, scale or suitability.
Where RecoMelon fits
Check dimensions, pattern repeat, finish and sample options against the catalogue while shoppers compare visually related products.
Where RecoMelon fits
Use table-lamp alternatives to review how shape, colour and finish support discovery beyond wallpaper.
Coexistence and implementation
Begin with a category whose product imagery and commercial attributes are sufficiently consistent to review. Inspect whether recommendations retain the characteristics that matter to that category, and ensure that unavailable or ineligible products are handled by the agreed catalog rules.
Keep existing search in place during a bounded PDP or collection test. Where complementary sets are part of the brief, review the combinations as a separate task; visual coordination does not by itself prove physical compatibility or suitability.
Use a representative selection from this category and review the proposed experience with the merchandising team.
Compare the visual choice with the authoritative product and variant data before including it in the test.
Review the chosen journey against an agreed baseline and record the work needed to maintain it.
Evaluation and evidence
Measure products explored, recommendation engagement and exposure of the catalog's long tail. Review progression towards purchase and conversion using an agreed baseline or control, recognizing that consideration patterns can differ across décor categories.
Include the merchandising effort needed to review matches and maintain product facts. Judge the test using the brand's own category, audience and stock conditions; another retailer's result should not be treated as a forecast for this assortment.
Use a representative selection from this category and review the proposed experience with the merchandising team.
Compare the visual choice with the authoritative product and variant data before including it in the test.
Review the chosen journey against an agreed baseline and record the work needed to maintain it.
Compare the platforms when search, recommendations and merchandising need to work across a large or visually complex catalogue.
Bloomreach presents a broad discovery platform. RecoMelon concentrates on making product imagery and catalogue context operational inside Shopify journeys.
RecoMelon builds visual relationships between products and uses them across The Index™ search, Smart Collections, Reveal™ PDP discovery and Bundles™. This can be particularly useful where style, colour, silhouette, pattern or finish affect relevance.
No. Scope which platform owns each surface and run a controlled test. RecoMelon can begin with PDP alternatives, a selected collection or complementary-product discovery while the current search stack remains live. No native Bloomreach connector is assumed.
Review catalogue preparation, integration ownership, merchandising workload, time to value, regional requirements, explainability, reporting and the commercial result on a representative category.
Yes. RecoMelon is designed to form visual product relationships across high-SKU catalogs. The published DecoratorsBest case study covers a 230,000-SKU range.
Depending on the category, visual intelligence can distinguish color families, patterns, textures, finishes, shapes and decorative styles alongside catalog facts such as price and availability.
Yes. Start with a selected collection, PDP alternative journey or visual discovery surface while the existing search stack remains in place.
Share a difficult category or search journey. We’ll identify where visual intelligence can reduce discovery friction.
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