How RecoMelon handles new products with no sales history
Cold-start recommendations without waiting for sales data
Many recommendation engines struggle with new items because they depend on historical purchases. RecoMelon solves this using visual product intelligence, so new products can be surfaced from day one.
How it works
- New product images are analyzed automatically.
- Visual similarity is mapped against your catalog.
- Eligible products are inserted into recommendation pools quickly.
What you need to do
No manual setup is required. Keep product records active and ensure image quality is strong so matching can perform as expected.
What you should see
New arrivals begin appearing in Shop Similar and related recommendation modules shortly after indexing completes.
If new products are not showing
- Wait for indexing on large catalogs.
- Confirm product status is active in Shopify.
- Confirm PDP widget and embeds are enabled.
Need enterprise help instead?
Book an enterprise merchandising strategy call to design launch playbooks for seasonal drops, high-SKU assortments, and category expansion programs.