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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.

How to Choose a Retail Media Platform: Criteria for Retailers | Particular Audience

The questions to ask when choosing a retail media platform: relevance, formats, brand buying tools, measurement, billing and ownership.

How should a retailer choose a retail media platform?

Choose a retail media platform on five tests: does it rank ads and organic products together on relevance; which onsite formats does it support; how do brands plan and buy; can it prove incremental sales with holdouts; and does the retailer keep control of data, pricing and the shopper experience. Catalogue and team fit matter more than feature count.

Relevance and shopper experience

Ask how sponsored products are ranked and what stops irrelevant ads appearing. Ad revenue that costs conversion is not a good trade.

Formats and buying

Sponsored products and search are the foundation; brand pages, rich media, retargeting and supplier-funded offers extend it. Check how brands plan, book and report.

Measurement and money

Incrementality testing, brand halo reporting, billing and reconciliation. Ask to see a real report.

Try before you commit

Model the opportunity with your own traffic and start with one category.

How Particular Audience does it

In production

Frequently asked questions

Should we build or buy?

Building the ad engine, buying tools and billing is a multi-year effort. Most retailers buy the platform and keep control of data and policy.

Related guides

Buyer questions · All guides