Particular Audience Particular Audience
Talk to us

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 add retail media to a voice assistant | Particular Audience

Add retail media to a voice assistant by limiting answers to one or two options, naming any sponsored option as sponsored, and asking the shopper to.

How to add retail media to a voice assistant

Add retail media to a voice assistant by limiting answers to one or two options, naming any sponsored option as sponsored, and asking the shopper to confirm before adding anything.

Fewer slots

Voice answers hold one or two products, so relevance thresholds should be higher than on screen.

Say it

"A sponsored option is …" before the product name.

Confirm

Never add a sponsored item without a yes.

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

Can voice ads run on CPM?

Yes, counting each spoken, labelled mention as an impression.

What about smart speakers in the kitchen?

They work well for replenishment, with consent.

Related guides

How-to guides · All guides