Engineering 8 min read Ganesh
Scaling AI Interactions to Billions
A deep dive into the infrastructure requirements for handling massive-scale conversational AI without latency.
As AI becomes central to digital experiences, the challenge shifts from "how to build a chatbot" to "how to handle 1 billion interactions."
Latency is the New Downtime
In conversational AI, every millisecond counts. If the response takes 2 seconds, the user is gone. We've built infrastructure that orchestrates multiple LLMs and data layers to deliver near-zero latency at massive scale.
Omnichannel Consistency
Scaling means being everywhere. Whether it's WhatsApp, voice, or web, the AI must maintain context and personality. This requires a unified state management layer that stays synced across all fragmented channels.