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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.

Fashion & Apparel Search, Visual Discovery & Retail Media | Particular Audience

Visual search, outfit recommendations, size-level availability and season cold start for apparel and luxury retailers — one relevance engine across search, recommendations and sponsored placements.

Visual search, outfit recommendations, size-level availability and season cold start for apparel and luxury retailers — one relevance engine across search, recommendations and sponsored placements.