Particular Audience Particular Audience
Talk to us

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.

Large US furniture retailer — From automatic sets to governed promotional bundles | Particular Audience

Two separately measured phases: bundle-attributed revenue grew from 1.49% to 4.7% over five months; a later PDP and cart read showed +36% AOV and +44.3% units per transaction versus sitewide.

From automatic sets to governed promotional bundles

Two separately measured phases: bundle-attributed revenue grew from 1.49% to 4.7% over five months; a later PDP and cart read showed +36% AOV and +44.3% units per transaction versus sitewide.

  • 1.49% → 4.7% Bundle-attributed revenue over five months
  • +36% AOV vs sitewide in later PDP/cart read
  • +44.3% Units per transaction vs sitewide in later PDP/cart read
  • $1,432 Bundle value per user in later read

A large US furniture retailer used two complementary bundle mechanics. Automatically generated sets paired suites and room products from purchase patterns. A governed promotional bundle communicated savings when an approved spend threshold was active.

The first source records rollout growth over five months: the share of site revenue attributed to bundles increased from 1.49% to 4.7% as more categories were enabled. This is an attribution trend, not a randomized uplift claim.

A later furniture-specific deck reports a separate PDP and cart performance read: average order value was 36% above sitewide and units per transaction were 44.3% above sitewide. The source redacts the qualifying spend threshold, so it remains undisclosed here.