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The AI Infrastructure
Behind Every
Neighborhood Store.
Three systems, one platform. MerchantOS runs the store, ProductLLM understands the products, and ConsumerOS brings the neighborhood to shop.
One connected stack
Every order flows through the same three layers — from the shopkeeper’s counter to the shopper’s phone.
For the store
MerchantOS
Billing, inventory, catalog, and orders — the operating system a neighborhood shop runs on.
The intelligence
ProductLLM
Nearle's product AI. It reads a shelf and turns it into an accurate, live digital catalog.
For the shopper
ConsumerOS
Discovery, search, ordering, and rewards — how the neighborhood finds and shops nearby stores.
Everything a store needs to run
A free operating system for the neighbourhood shop — billing, inventory, catalog, and orders, working online and off.
- Free POSA complete point-of-sale, free for every merchant.
- Offline BillingKeep billing customers even when the network drops.
- InventoryLive stock counts that stay accurate across channels.
- AnalyticsSee what sells, when, and to whom — in real time.
- LoyaltyReward regulars and bring them back more often.
- AI CatalogA shoppable catalog built by ProductLLM from a photo.
- QR OrderingCustomers scan, browse, and order in seconds.
- Store DashboardRun the whole store from one simple screen.
AI Catalog powered by ProductLLM.
ProductLLM turns a shelf into a store.
The hardest part of going online is the catalog. ProductLLM does it from a single photo — recognizing every product, then enriching it with category, nutrition, ingredients, price, and stock.
Shelf Scan
A single photo of the shelf starts everything.
Barcode Detection
Every barcode on the shelf is found and read.
Product Recognition
Each item is matched to a known product.
Category
Products are sorted into the right aisles.
Nutrition
Nutritional facts are pulled in automatically.
Ingredients
Ingredient lists are attached to each product.
Pricing
Prices are set and kept in sync with the store.
Inventory
Live stock counts flow into the catalog.
Ready
A complete, shoppable catalog — in minutes.

How the neighbourhood shops
Discovery, search, ordering, and rewards — the app that brings local customers to nearby stores.
- Local DiscoveryFind the stores and products right around you.
- Camera SearchPoint your camera to find a product nearby.
- FavoritesSave the stores and items you buy again and again.
- Nearby StoresShop shops within walking distance, not warehouses.
- PickupOrder ahead and grab it on your way past.
- DeliveryShort, local trips from the store to your door.
- RewardsEarn as you shop your neighbourhood.
- Fast ReorderingRe-buy your usuals in a single tap.
Put your store on the platform
Join the neighbourhood stores already running on MerchantOS — with an AI catalog by ProductLLM and a growing base of local shoppers on ConsumerOS.
