Particular Audience Particular Audience
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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.

Developers & Architecture — API-First, Headless, Composable

How Particular Audience plugs into a composable stack: API-first and headless delivery, SDK and tag options, catalog and event ingestion, ranked-ID responses, multi-region SaaS and a public MCP discovery card.

Developers & Architecture

API-first, headless and composable.

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