UX research

Voice interaction at Meta

Established motorcycle couriers as a business segment for WhatsApp and shifted success measures from message volume toward interaction quality. Through fieldwork in India, I connected communication patterns with the cognitive demands of working in motion, informing voice interaction, accessibility, and product positioning across languages and professional contexts. The work contributed to a broader shift toward messaging as work infrastructure, in collaboration with product, design, and engineering.