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The retail operating system

One engine for every retail decision.

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

One engine for every retail decision.

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.

Five pillars, one engine

Margin Management and Profit Rate Optimisation apply across every pillar.

Who it's for

Ecommerce, merchandising, pricing and retail media leaders at retailers and marketplaces, and the suppliers and brands who buy media from them.