Research & Development
Projects at Kumbh Labs
Kumbh Labs develops and studies practical open-source AI prototypes to support pilgrims, local vendors, and civic organizers. We clearly distinguish between working prototypes, active field research, and conceptual initiatives.
| Project | Stage | Description | Action |
|---|---|---|---|
| KumbhDoot | Prototype & Field Studies | Multilingual AI Assistance for Pilgrims | Details |
| KumbhBazaar | Research Prototype | AI-Assisted Marketplace for Local Vendors and Service Providers | Details |
| Future Projects | Ongoing Research | Accessibility, Offline Coordination & Digital Infrastructure | Details |
KumbhDoot
Prototype & Field StudiesMultilingual AI Assistance for Pilgrims
A voice-first, multilingual personal assistance prototype designed to answer pilgrim queries across Indian languages. KumbhDoot investigates how decentralized agents can assist visitors with navigation, transit options, stay amenities, and ritual schedules without overwhelming central infrastructure.
Key Research Dimensions
KumbhBazaar
Research PrototypeAI-Assisted Marketplace for Local Vendors and Service Providers
An exploratory research prototype connecting pilgrims with local micro-vendors, flower stalls, small eateries, and lodging providers. KumbhBazaar studies class-aware vendor indexing and voice-assisted merchant onboarding to foster fair discovery without high platform commissions.
Key Research Dimensions
Future Projects
Ongoing ResearchAccessibility, Offline Coordination & Digital Infrastructure
Ongoing exploratory research initiatives investigating challenges unique to population-scale gatherings, including crowd density communication, localized mesh networks, and assistive technologies for rural visitors.
Key Research Dimensions
Contribute to open research
Our projects are open and collaborative. We welcome researchers, student engineers, translators, and field volunteers to contribute to testing and development.