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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 Search — Signal-Led AI vs Keyword Targeting | Particular Audience

Why Particular Audience's sponsored search beats keyword-targeted auctions. Transformer vector retrieval, gradient boosting and unified ranking — quantified with Bosch, PetAds and Face the Future case studies.

Sponsored Search

Keyword and vector targeting in one auction.

Works with

Add next

  • Rich Media — Intent-matched creative with SKU-level measurement.
  • Yield Optimizer — Forecast inventory and model CTR uplift.

Outcomes it moves

Proof