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VyaparIndia
Transparency & Fair Matching

How VyaparIndia's Algorithm Works

A fair, hyper-local discovery engine designed to connect genuine local buyers with verified Indian wholesalers, manufacturers, and retailers.

1

Do All Business Tiers Appear in the Main App?

How Profile-Only, Mini-Websites, and Dropshippers are discovered

Profile-Only Max 50 Items

Local Shop Listing

Appears in city search and local directory. Customers can view their contact phone, business address, and up to 50 listed products with direct WhatsApp contact.

Ranked by City Proximity
Mini-Website Store Unlimited

Verified Digital Storefront

Gets own subdomain (store.vyaparindia.online), direct quick cart checkout, and **higher ranking boost** in city search and category listings.

Featured on Home & Category Hubs
Dropship & B2B Wholesale

Dual Supply Network

Products appear in both retail marketplace and the **B2B Wholesale Sourcing Hub**, allowing other retailers to request partnerships and resell with automated margin splits.

Multi-Channel Wholesale Discovery
2

The 5 Core Algorithm Ranking Signals

How the platform decides which product appears at the top

1. Hyper-Local GPS & Dispatch Proximity (Highest Weight)

When a customer searches, sellers located within the customer's city or specified **Dispatch Radius (e.g. 25km)** appear first. This ensures same-day local dispatch, lower transport costs, and instant trust.

2. Sales Velocity & Order Popularity

Products with higher completed orders and positive customer reviews automatically rise to the top of category pages. High-demand items get natural organic momentum.

3. Live Stock Freshness

Products with verified in-stock quantities rank above out-of-stock listings. Newly added listings get a temporary 7-day boost so new sellers get fair initial visibility.

4. Verification & Catalog Richness

Listings with multiple high-res photos, clear size/grade variant matrices, HSN codes, and verified GSTIN numbers receive higher quality scores.

5. Competitive Wholesale & Retail Pricing

Fair market pricing helps products win discovery in comparison grids. B2B buyers can filter directly by wholesale tier to get factory-direct bulk rates.

3

Similar Products Recommendation Engine

How the platform recommends alternative and matching items to buyers

When a customer views any product (e.g. *CPVC 1 inch Pipe at ₹250*), the algorithm automatically calculates a **Price Band (±30%)** within the same category to show:

🔗 Direct Category Alternatives

Shows other brands or grades in the exact same category (e.g. SDR 11 vs Schedule 40) so the customer can compare specifications and prices without leaving the shop.

🛒 Complementary Cross-Selling

When adding pipes, the system prompts for elbows, tees, and solvent cement, enabling contractors and plumbers to complete their entire material slip in one go.

4

Vendor Analytics & Insights Dashboard

Every seller gets real-time data on views, conversion, and slow-moving inventory

Daily & Monthly Views

Tracks how many real buyers visited each listed item today vs this month.

Conversion Rate %

Measures the ratio of views that turned into confirmed WhatsApp and online orders.

Slow-Moving Stock Alerts

Flags products with high views but zero orders so the vendor can optimize pricing or photos.