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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 launch Sponsored Prompts | Particular Audience

Launch Sponsored Prompts by choosing one AI surface, inviting advertisers to pick products or collections, setting the relevance threshold and sponsored.

How to launch Sponsored Prompts

Launch Sponsored Prompts by choosing one AI surface, inviting advertisers to pick products or collections, setting the relevance threshold and sponsored cap, labelling answers, and reviewing scored requests before scaling.

Pick the first surface

The onsite chat assistant is usually simplest. Add voice, the ChatGPT or Claude app and devices later.

Brief advertisers

There is nothing to write: advertisers pick products or a collection. Explain that weak matches are skipped whatever the bid.

Review and scale

Check which requests scored highly, which were skipped, and how shoppers responded. Then add surfaces.

Run it with Particular Audience

Sponsored Prompts runs on Adaptive Transformer Search and the open-source ATS MCP server. Advertisers pick products or a collection; each item surfaces automatically, labelled, in chats, prompts and AI searches where it scores highly.

Sources

How Particular Audience does it

Frequently asked questions

Do advertisers write prompts?

No. Picking products is the whole setup.

Can we exclude categories?

Yes. Category and brand rules stay with the retailer.

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