Dev.to
5/12/2026

Day 23 Building GoDavaii: Why Language Barriers Aren't Just Translation Problems in Health AI
Short summary
Pururva Agarwal, founder of GoDavaii, shares Day 23 of building India's multilingual health AI platform. Beyond translation, the core challenge is capturing cultural health context: semantic nuance in 22+ Indian languages, integrating Ayurvedic remedies with allopathic drug interactions, and robust voice-first UX across Indian accents. The team is building a knowledge graph to cross-verify traditional and modern medicine, with zero users but intense focus on safety, accuracy, and accessibility.
- •Multilingual health AI requires cultural context, not just translation—semantic nuances, colloquial terms, and mixed-language (Hinglish, Tanglish) usage need specialized training
- •Integrating Ayurvedic and traditional remedies with allopathic medicine via knowledge graph that flags potential interactions and conflicts across systems
- •Voice-first UX for diverse Indian accents and dialects using speech-to-text with domain-specific medical language model adaptation is key R&D focus
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