Dekatku MSME Maps
Location-Based MSME Directory & Conversational AI Discovery Assistant

Project Overview
A geolocation directory connecting residents and travelers to local micro-businesses, featuring conversational AI recommendations and precise distance calculation.
- —Real-time nearest vendor detection powered by precise Haversine distance calculations.
- —Natural language conversational AI assistant recommending local foods and services tailored to user preferences.
- —Lightweight, touch-ergonomic interactive maps interface optimized for mobile viewports.
The Challenge
High-quality micro-merchants are frequently buried under algorithmic noise in giant delivery apps, hindering local discovery.
- —Inconsistent GPS coordinates and operating hours across independent local businesses.
- —Users want instant, contextual suggestions without reading lengthy review threads.
- —Application needs to perform reliably on constrained mobile data connections.
The Solution
Synthesized browser geolocation with interactive map visualizations and an AI conversational agent that delivers instant recommendations.
- —Client-side Haversine distance calculations ensuring zero backend latency during geo-sorting.
- —Conversational assistant filtering cuisines, pricing brackets, and walking radii.
- —Tailwind CSS aesthetic with distinctive neon aura branding and accessible typography.
Key Features
Functional capabilities built to solve core user and operational friction.
Haversine Distance Engine
Calculates metric distances between the user's live coordinates and surrounding stores instantaneously.
Conversational AI Discovery
Prompt natural conversational queries like 'Best iced coffee under $2 nearby' for instant tailored picks.
Interactive Map Exploration
Interactive map pins with instant drawer preview, opening schedules, and turn-by-turn routing.
System Architecture
Architectural patterns, backend performance paradigms, and key design decisions.
Engineering Process
Development lifecycle from modeling to production deployment.
Research & Geolocation Ingestion
Curated local vendor coordinates and mapped geometric distance formulas.
- —Local vendor dataset curation
- —Haversine formula implementation
- —Mobile GPS precision testing
AI Assistant & UI Development
Integrated conversational prompt engines with reactive React map layers.
- —Recommendation persona tuning
- —Dynamic interactive map componentry
- —Mobile-first ergonomic UI polish