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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.

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What is conversational commerce advertising? | Particular Audience

Conversational commerce advertising places sponsored products inside chat and voice shopping conversations. The ad is a product in the answer, chosen.

What is conversational commerce advertising?

Conversational commerce advertising places sponsored products inside chat and voice shopping conversations. The ad is a product in the answer, chosen because it fits the request, and clearly labelled as sponsored.

The format

A shopper asks, the assistant answers with a few products, and one or two can be sponsored. Follow-up questions keep the conversation going and can refine which sponsored products remain relevant.

What advertisers buy

Visibility in answers where their products are a strong match. With Sponsored Prompts they pick products or a collection rather than writing keywords.

What retailers control

How many sponsored products an answer may hold, the relevance floor, labelling and which categories can be sponsored.

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

Does this work with voice?

Yes. Spoken answers name the sponsored option as sponsored and ask before adding it.

Is it different from chatbot banners?

Yes. The ad is a product in the answer, not a banner beside it.

Related guides

  • Sponsored products in agentic and conversational AI: How retailers run sponsored products inside their own AI assistant, ChatGPT app or Claude connector: relevance-first ranking, labelling, CPM and CPC pricing, pacing and holdout measurement.
  • Retail MCP product search with Adaptive Transformer Search: Connect Adaptive Transformer Search to ChatGPT, Claude and onsite assistants through PA's open-source MCP server, with retailer-controlled ranking and checkout.
  • What are sponsored prompts?: Sponsored prompts are a retail media format for AI conversations. When a shopper asks a retailer's assistant, voice service or AI search for something,.
  • What is agentic retail media?: Agentic retail media is advertising that runs inside AI agents and assistants which act for shoppers: finding, comparing, reordering or swapping products..

Buyer questions · All guides