AI voice agents for high-intent follow-ups in real estate, premium SaaS, education, and D2C — categories where users hesitate, questions shift mid-call, and trust takes time. Started as WhatsApp automation, dropped after the META licensing reality. Pivoted to tech services, then to voice AI after a real estate client conversation made it clear which problem was worth solving.
Iterated through three voice stacks (Vapi → LiveKit → Pipecat) before settling on the current architecture, choosing for cost, latency, and how natural the agent sounds in Hindi and Hinglish.