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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.

The Measurement Standard — How We Prove Every Number

Persistent holdouts, incrementality over last-click, one scorecard for organic and paid, a relevance floor and blind LLM-as-judge rubrics. The evidence standard behind every figure we publish.

Persistent holdouts, incrementality over last-click, one scorecard for organic and paid, a relevance floor and blind LLM-as-judge rubrics. The evidence standard behind every figure we publish.