
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 POS
A complete point-of-sale, free for every merchant.
Offline Billing
Keep billing customers even when the network drops.
Inventory
Live stock counts that stay accurate across channels.
Analytics
See what sells, when, and to whom — in real time.
Loyalty
Reward regulars and bring them back more often.
AI Catalog
A shoppable catalog built by ProductLLM from a photo.
QR Ordering
Customers scan, browse, and order in seconds.
Store Dashboard
Run 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.
Sri Krishna Sweets
★ 4.8Mysore Pak, Laddu & Savouries
300m awayOrganic Greens Store
★ 4.9Fresh Farm Spinach & Organic Veggies
600m awayA1 Biryani House
★ 4.7Local Spiced Biryani & Kebabs
850m awayDiscover Nearby Stores
Find trusted local businesses around you.
Camera Search
Scan products and instantly find nearby availability.
Pickup & Delivery
Choose how you want to receive your order.
Rewards
Earn points every time you support local businesses.
Favorites
Save your preferred stores and products.
Quick Reordering
Buy your regular products again in seconds.
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.
Four principles behind every decision.
Trust
Local relationships cannot be replaced.
AI
Removes complexity instead of adding more choices.
Merchant First
Technology should empower neighbourhood businesses.
Local
Every recommendation starts with nearby trusted merchants.
