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The retail decisioning layer

One system decides what each shopper sees. Most retailers run four or five separate tools.

Search in one tool, recommendations in another, pricing in a third, ads bolted on top — nobody owns the order products appear in, and the margin leaks between them. Particular Audience replaces that patchwork with a single decision: a Unified Decision Engine that scores relevance, inventory, margin and sponsored demand in one pass, on every surface, including the AI assistants now doing the shopping.

Margin Management — One Decision Across Retail Value | Particular Audience

Resolve product contribution, retail media yield, marketplace economics and explicit retailer priorities at ranking time—after policy, eligibility and relevance.

Margin Management

Resolve product, media and marketplace value at ranking time.

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