01 Discovery
Adaptive Transformer Search, Universal Search, Visual Search, Hyper-Personalization, Automated Product Bundles, Buy Again & Replenishment, mRoutes, Long-Tail Landing Pages and Merchandiser Control.
The retail operating system
Most retailers run four or five separate tools.
Search in one tool, pricing in another, ads bolted on top — nobody owns the order shoppers see, and margin leaks between them. The Unified Decision Engine governs relevance, inventory, margin and sponsored demand in one pass, on every surface, including the AI assistants now doing the shopping.
Start with one surface. Leave the rest of your stack untouched.
Need one thing first? Start with our AI product recommendation engine or AI site search.
The retail operating system
Particular Audience runs search, recommendations, retail media, pricing and promotion decisions on one engine — across your website, app, stores and AI assistants. Start with one product and add the rest on the same foundation.
Hosted the AI in Retail Media Town Hall at the IAB Europe Retail Media Impact Summit, Amsterdam, 7 October 2026 — live audience polling from 89 participants and 953 contributions.
Keynote: Retail Media is Eating Trade at Mumbrella REmade 2026, Sydney — sponsored products monetise the shelf; sponsored promotions monetise the price.
Adaptive Transformer Search, Universal Search, Visual Search, Hyper-Personalization, Automated Product Bundles, Buy Again & Replenishment, mRoutes, Long-Tail Landing Pages and Merchandiser Control.
Sponsored Products, Sponsored Listings, Sponsored Search, Rich Media, Shoppable Video, Fixed Tenancy, 1-Click Ad Set Builder, Unified Ranking, Promotion Hub, Demand Engine and Audience Management.
Reassure, match, beat and fund: Price Affirmation, Price Match & Price Beat, Trade Media, Personalised Promotions, Promotion Amplification and Pricing Intelligence.
DiscoveryOS for AdOps, search and recommendations in one terminal; RevenueOS for account planning, booking, delivery, billing and cash.
API-first and composable, with a Shopify App, developer documentation and a live public MCP server for AI assistants.
Margin Management and Profit Rate Optimisation apply across every pillar.
Ecommerce, merchandising, pricing and retail media leaders at retailers and marketplaces, and the suppliers and brands who buy media from them.