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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.

Visual search ads on smart glasses | Particular Audience

With visual search on smart glasses, a shopper looks at an item and sees visually similar products from the retailer's catalogue. One can be a labelled.

Visual search ads on smart glasses

With visual search on smart glasses, a shopper looks at an item and sees visually similar products from the retailer's catalogue. One can be a labelled sponsored match, chosen because it looks and fits like the item.

How it works

The image is matched with Visual Search; similar products are scored; relevant sponsored products enter the auction.

In the overlay

Keep it short: one or two products, a "Sponsored" label, and actions such as find in store or add to list.

Privacy

Only process images the shopper chose to search with.

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

Which glasses does this support?

Any device the retailer's app runs on; no hardware partnership is implied.

Is this live?

It depends on the retailer's own device integration.

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