DiscoveryOS merges storefront tools

Particular Audience put its DiscoveryOS app on the Shopify App Store on April 21, bundling site search, product recommendations, and on-site ads into one storefront system. (martechrecord.com) The company said the Shopify launch gives merchants a zero-code way to add tools that were often deployed as separate products with custom integrations. Its own launch materials say those projects previously took three to six months and cost tens of thousands of dollars. (internetretailing.net) On Shopify, the app listing says the product is aimed at Shopify Plus stores and combines “Discovery, Retail Media & Conversion.” The listing also says its search stack mixes vector search with keyword search and uses live model testing to tune results. (apps.shopify.com) In plain terms, store search finds products from typed words, personalization reorders products for each shopper, and retail media sells sponsored placements on the same pages. Particular Audience is pitching one ranking system to make those decisions together instead of running three separate engines. (particularaudience.com) That changes a basic storefront question: whether the top slot should go to the most relevant item, the item most likely to convert, the item with the best margin, or a paid placement. Particular Audience says DiscoveryOS makes that tradeoff “at ranking time” inside a single decision layer. (particularaudience.com) The Shopify documentation shows the app syncs a merchant’s catalog into Particular Audience’s platform, then powers search, merchandising routes, and recommendations from that shared product data. The same docs say installation starts inside Shopify and requires admin access plus Particular Audience client credentials. (docs.particularaudience.com) The company has been building toward this bundle for more than a year. In a February 4, 2025 product release, Particular Audience said new retail media capabilities were being added to DiscoveryOS, alongside its existing search and personalization products. (businesswire.com) Particular Audience’s retail media docs describe the ad product as on-site sponsored products and display inventory measured through impressions and engagement. Folding that into the same storefront stack gives merchants one place to manage both organic discovery and paid placements on their own sites. (docs.particularaudience.com) The immediate test is whether Shopify merchants want one vendor controlling relevance, personalization, and monetization in the same moment a shopper searches or browses. DiscoveryOS is now live in the Shopify App Store, so that test has moved from pitch deck to storefront. (apps.shopify.com)