Smart fridge replenishment advertising | Particular Audience
Smart fridge replenishment advertising suggests a reorder or a sponsored alternative on a fridge screen when an item is estimated to be running low. The.
Smart fridge replenishment advertising
Smart fridge replenishment advertising suggests a reorder or a sponsored alternative on a fridge screen when an item is estimated to be running low. The shopper approves every reorder or swap, and replenishment runs only with consent.
How "running low" is known
Estimated from purchase history and usual cadence, not sensed inside the fridge, unless the retailer integrates its own device data.
Where the sponsored product fits
When the usual item is out of stock, a relevant sponsored alternative can be offered, labelled "Sponsored · similar". See Replenishment and Substitution.
Controls
Consent, approval before change, frequency limits and category rules.
Run it with Particular Audience
Sponsored Prompts runs on Adaptive Transformer Search and the open-source ATS MCP server. Advertisers pick products or a collection; each item surfaces automatically, labelled, in chats, prompts and AI searches where it scores highly.
Sources
- Adaptive Transformer Search MCP server (GitHub), checked 2026-10-25
How Particular Audience does it
Frequently asked questions
Does the fridge order by itself?
No. The shopper approves each reorder.
Which fridges does this work on?
Any screen the retailer's app reaches; no device-maker partnership is implied.
Related guides
- Sponsored products in agentic and conversational AI: How retailers run sponsored products inside their own AI assistant, ChatGPT app or Claude connector: relevance-first ranking, labelling, CPM and CPC pricing, pacing and holdout measurement.
- Retail MCP product search with Adaptive Transformer Search: Connect Adaptive Transformer Search to ChatGPT, Claude and onsite assistants through PA's open-source MCP server, with retailer-controlled ranking and checkout.
- Sponsored substitutions in grocery chat: When a grocery item is out of stock, a chat assistant can offer relevant substitutes, and one can be a labelled sponsored alternative. The shopper.
- Visual search ads on smart glasses: With visual search on smart glasses, a shopper looks at an item and sees visually similar products from the retailer's catalogue. One can be a labelled.