On stages and on the record.
Keynotes, panels, podcasts, and executive interviews on Voice AI, agentic architecture, latency, and governance — grounded in production deployments.
Speaking & media history
What Hari speaks about
Agentic Voice AI in Production
Real-time voice automation powered by RAG and sentiment AI — the Manulife blueprint: Avaya IVR to self-optimizing agentic platform.
Architecture Over Bigger Models
Why hybrid SLM/LLM systems with confidence gating and context lakes beat model-chasing — latency, accuracy, reliability.
AI Without the Hype
What’s real, what’s not, and what’s next in enterprise AI — governance, human oversight, and trust at scale.
In the record


Bring this perspective to your event.
Keynotes, panels, workshops, and executive briefings on enterprise Voice AI and agentic architecture.
Book Hari to Speak
