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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.

Sponsored products in recipe and meal-planning assistants | Particular Audience

A recipe assistant turns a meal plan into a basket. One ingredient can be a labelled sponsored brand when it fits the recipe and the shopper's diet,.

Sponsored products in recipe and meal-planning assistants

A recipe assistant turns a meal plan into a basket. One ingredient can be a labelled sponsored brand when it fits the recipe and the shopper's diet, priced as a sponsorship, CPM or cost per sale.

Natural fit

Recipes need ingredients, and brands want to be the one chosen.

Rules

Respect diet, allergen and quantity constraints; skip sponsored items that break them.

Bundles

Pair with Bundles to suggest complementary items.

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 a brand sponsor a whole recipe?

A sponsorship can, if the ingredients are relevant and labelled.

Does the shopper keep control?

Yes. Every item can be swapped or removed.

Related guides

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