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All use cases

Use case

AI Retail

See the shelf, predict the demand, help the shopper.

Camera analytics, forecasting and in-store assistants on your dedicated node, fed by the cameras and tills you already have over an encrypted tunnel.

AI Retail · Feature 01

CCTV heatmap

Existing ceiling cameras become a live map of where shoppers walk, stop and reach. See dwell time by fixture, dead zones by hour and how a new display changes traffic. Every frame stays on hardware reserved for you.

  • Works with the cameras you already have
  • Dwell, footfall and reach per fixture
  • Compare layouts before and after a change

AI Retail · Feature 02

Shelf and queue vision

Detect out-of-stocks, planogram drift and price-tag mismatches as they happen, and open a till when the queue grows past your threshold. Alerts reach staff handhelds in seconds.

  • Out-of-stock alerts in under a minute
  • Queue length triggers for staffing
  • Planogram compliance scored per bay

AI Retail · Feature 03

Demand forecasting

Store-level forecasts that combine sales history, weather, local events and the heatmap, retrained every night over your private fabric. Orders and staffing follow the forecast automatically.

  • SKU-level forecasts per store
  • Retrained nightly on local data
  • Feeds replenishment and rosters

AI Retail · Feature 04

Multilingual kiosk assistant

A voice and chat assistant that knows your catalogue, promotions and store layout. It answers where things are, what is on offer and whether it is in stock, in the shopper's language.

  • Grounded in your live stock and promotions
  • Voice and touch, 30+ languages
  • Runs on your dedicated node, never a shared cloud

Use cases

Where AI Retail goes to work.

Deployments customers run today. Each one starts on a single node and grows with the fleet.

Also included

Everything in the box

  • Shelf and queue vision

    Detect out-of-stocks, planogram drift and queue length from existing cameras in real time.

  • Demand forecasting

    Store-level forecasts that combine sales history, weather and local events, retrained nightly on the node.

  • POS and ERP integration

    Connectors for common point-of-sale and inventory systems keep recommendations in sync with stock.

  • Multilingual kiosk assistant

    A voice and chat assistant that knows your catalogue, promotions and store layout.

Runs on

Supported nodes

AI Retail runs as agents on these nodes. Models are served from a Node Cluster or an API you choose. Pick a node and deploy it with AI Retail included.

Compare all nodes
Node One

Dedicated

Node One

Up to 50 Agents at once

one-time purchase25000000

Dedicated · 2U

Node Pro

Up to 250 Agents at once

one-time purchase45000000

Dedicated · 8U

Node Cluster

Hosts models up to 405B

one-time purchase750000000