GT Distribution Intelligence

Not All General Trade Outlets Can
Sell Premium

Most GT expansion follows distributor networks and geographic convenience — not where buyers actually live. Xpert maps verified category buyers to identify where demand is concentrated, then surfaces the GT stores best placed to capture it.

GT Distribution Intelligence Dashboard
Trusted by 1000+ brands
Across FMCG, Food & Beverage, Personal Care, Household and more
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Stitching Digital & Retail Purchases Across Brands

Decoding invoices to build a living map of WHO is actually buying, WHAT are they interested in, and WHERE are they concentrated across India to surface insights otherwise hidden.

20M+
Verified Buyers
19K+
Indian Pincodes
1,000+
Omnichannel Brands
90+
Product Categories
Verified Purchase Data

Why Purchase Data Matters?

Population is not buyers

Less than 5% of Indians account for 95%+ of all purchases.

Most brands try to reach as many people as possible — but not everyone is interested, and not everyone can afford to buy. Xpert targets only the people who actually spend.

Complementary purchase signals

Your future customer is already buying from someone else.

Your target consumer makes purchases across categories and brands — not just yours. Xpert uses verified purchase history across complementary categories to identify who is most likely to buy from you.

Buyer concentration

Buyers in India are not equally concentrated.

Population density is not the same as buying density. Demand clusters tightly by pincode and locality — Xpert maps exactly where your category buyers live, so every campaign, outlet, and store follows real demand.

How Xpert Identifies the Right GT Stores for You

Maps Premium Buyer Concentration

  • GT expansion typically follows distributor networks and geographic convenience — not where premium buyers actually live, making most stocking decisions a geographic guess.
  • Xpert maps verified transaction data across 20M+ buyers to identify exactly which pincodes, localities, and residential clusters have the highest concentration of your category buyers.
Buyer density mapping

Finds Stores Near Buyer Clusters

  • Every city has thousands of GT outlets, but most brands treat them equally — two stores in the same pincode can have buyer reach of 4,700 vs 600, a gap that is invisible without data.
  • Xpert maps and classifies the complete GT store universe, then ranks every outlet by buyer-density catchment so your sales team knows exactly where to focus.
GT store classification

Evaluates Each Store's Capability

  • A store near buyers still needs the right frontage, shelf space, and format to carry a premium SKU — location alone does not guarantee sell-through.
  • Xpert analyses store images to evaluate frontage width, shelf space, brand mix, and shop format, producing a ranked outlet list where every store is both near your buyers and capable of serving them.
AI store capability assessment

Real brands. Real data. Measurable outcomes.

See how India's leading consumer brands have used Xpert to grow smarter.

Precision Placement: Optimizing Coca-Cola’s Premium Product Distribution
Food and Beverages

Precision Placement: Optimizing Coca-Cola’s Premium Product Distribution

Read Case Study →
Optimizing Panasonic’s General Trade Distribution Using Buying Demand Data
Electronics and Appliances

Optimizing Panasonic’s General Trade Distribution Using Buying Demand Data

Read Case Study →
Tata Consumer’s Premium GT Expansion with Xpert
Food and Beverages

Tata Consumer’s Premium GT Expansion with Xpert

Read Case Study →

How Xpert Does Demand-Led GT Expansion

01

Understands Your Target Buyer

Xpert takes your category, price point, and geography and maps them against 20M+ verified purchase transactions to identify exactly what your premium target buyer looks like.

02

Maps Where Your Buyers Are Concentrated

Xpert identifies exactly which pincodes, localities, and residential clusters have the highest density of verified buyers matching your profile — city by city, across India.

03

Finds GT Outlets Near Those Buyers

Xpert maps and classifies every GT outlet across your target cities, then isolates and ranks the outlets that fall within the highest buyer-density catchments.

04

Scores Each Store With AI Analysis

Xpert analyses each shortlisted store via AI image analysis — evaluating frontage, shelf space, brand mix, and format to determine whether it can carry a premium SKU.

05

Delivers Your Prioritised Outlet List

Xpert delivers a ranked list of GT outlets filtered by buyer proximity and store capability — telling your sales team exactly where to stock and where demand is going unserved.

Stock Where Demand Exists, Not Where Distribution Is Convenient

GT Distribution result stat