KumbhBazaar
AI-assisted marketplace connecting pilgrims with local vendors and service providers.
KumbhBazaar is an open research prototype investigating how conversational AI and open protocols can make micro-merchants visible to millions of visitors. Rather than channeling transactions through a proprietary platform that takes high commissions, KumbhBazaar studies decentralized discovery that directly empowers local artisans, small eateries, and stay providers.
Voice Onboarding
Allows street vendors to describe their offerings and daily locations by speaking in their native language.
Fair Discovery
Prevents large commercial aggregators from crowding out small, informal sellers through class-aware search ranking.
Open Rails
Enables direct pilgrim-to-vendor payments using standard UPI and open network interfaces without intermediate lock-in.
Price Transparency
Provides indicative price bands for common pilgrim essentials to reduce overcharging and promote trust.
Taxonomy & Design
Designing for diverse merchant capabilities
A major challenge in high-density gatherings is that merchants have drastically different digital literacies and technical capacities.
Informal & Micro Vendors
Typical Archetype
Flower sellers, puja thali stalls, mobile tea carts, and ritual guides
Verification Model
Basic mobile authentication, proximity verification, voice catalog onboarding.
Design Focus
Onboarding conducted in minutes purely through voice and photo, without requiring written digital forms or ongoing inventory software.
Neighborhood Micro-Enterprises
Typical Archetype
Local grocery shops, neighborhood lodges, and verified homestays
Verification Model
Udyam or local registry verification, standard bank account verification.
Design Focus
Simple availability toggles without the overhead of real-time inventory synchronization.
Registered Services & Transit
Typical Archetype
Local dining spots, pharmacies, licensed clinics, and passenger transport operators
Verification Model
Statutory licensing, standard digital payment compliance.
Design Focus
Structured data exchange supporting standard open network rails without centralized platform commission.
Collaborate on KumbhBazaar research
We are working with researchers, local community groups, and open-source contributors to test vendor onboarding and pricing transparency workflows.