About MUNANGE

Transforming Uganda's local market commerce through AI-powered technology and digital innovation

Our Vision

To become Uganda's leading digital marketplace platform that empowers local vendors, enhances customer convenience, and revolutionizes informal market commerce through innovative technology.

Our Mission

To digitize and optimize local market commerce in Uganda by connecting customers with trusted vendors and reliable Boda Boda delivery through our AI-powered mobile platform.

The Problem We Solve

Time-Consuming Commutes

Customers spend hours traveling to markets, dealing with traffic and crowds.

Vendor Isolation

Market vendors lack digital presence and struggle with customer retention.

Unreliable Logistics

Boda Boda delivery is unorganized with no transparency or tracking.

Our AI-Powered Solutions

Image-to-Cart AI

Upload a photo of your handwritten shopping list and our AI automatically converts it into a digital cart.

  • Optical Character Recognition (OCR)
  • Product Recognition & Classification
  • TensorFlow Lite on-device processing

Smart Delivery Matching

AI-powered logistics optimization for Boda Boda riders with real-time route planning.

  • Geospatial analysis & route optimization
  • Real-time tracking & ETA predictions
  • Google Maps API integration

Smart Shopping Assistant

Natural Language Processing chatbot that helps you shop smarter and discover new items.

  • Conversational shopping experience
  • Personalized recommendations
  • Recipe-based shopping suggestions

AI Insights & Analytics

Data-driven insights for vendors to optimize inventory and increase sales.

  • Demand forecasting
  • Competitor price analysis
  • Sales trend visualization

Our Business Model

Revenue Stream Description Target Rate Revenue Type
Transaction Commission Percentage charged on total value of goods sold 5% Recurring (Transaction)
Delivery Fee Markup Margin added to Boda Boda delivery fee 3% Recurring (Transaction)
Vendor Subscription Monthly fee for "Verified" vendors with premium features UGX 50,000/month Recurring (Subscription)
AI Insights Plan Advanced data dashboards for vendors Variable Recurring (Subscription)
QR Code Package Physical QR stickers and setup support UGX 10,000 (one-time) One-time (Setup)

Target Markets

Nakawa Market
  • Vendors: 150+
  • Products: Fresh produce, grains
  • Location: Kampala
Kalerwe Market
  • Vendors: 200+
  • Products: Meat, vegetables, clothing
  • Location: Kampala
Wandegeya Market
  • Vendors: 120+
  • Products: Food, electronics, services
  • Location: Kampala
Owino Market
  • Vendors: 300+
  • Products: Clothing, fabrics, general
  • Location: Kampala
Nakasero Market
  • Vendors: 100+
  • Products: Fresh produce, flowers
  • Location: Kampala
Bugolobi Market
  • Vendors: 80+
  • Products: Local produce, household
  • Location: Kampala

Benefits for Vendors

Increased Sales

Reach customers beyond your physical market location

Digital Storefront

24/7 online presence with your own digital stall

AI Insights

Data-driven recommendations for inventory management

QR Code Profile

Easy customer access to your products and information

Our Partners

Google Maps API

Location & routing services

Makerere AI Lab

AI research & development

SafeBoda

Logistics partnership

MTN Mobile Money

Payment processing

Our Roadmap

Phase 1 (0-6 Months)
MVP Launch

Core functionality validation in Nakawa Market with 15 vendors, 100 customers, and 5 riders.

Phase 2 (6-18 Months)
Growth & Optimization

Full AI features rollout, expansion to 3 markets (Kalerwe, Wandegeya), and logistics refinement.

Phase 3 (18-36 Months)
Expansion & Monetization

5 major markets coverage, national partnerships, and premium subscription models.