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Are autonomous agents about to replace your traditional CRM? In this episode, Anaiya Raisinghani (Sr. Tech. Evangelist, AI Startups & Ventures at MongoDB) sits down with Ishan Mukherjee, Co-Founder and CEO of ROX. They dive under the hood of ROX, the world’s largest-scale revenue agent company that is building AI to handle the end-to-end revenue cycle autonomously.Ishan breaks down his founder journey—from Amazon Robotics to Apple's Knowledge Graph—and opens up about the technical realities of building AI agents today.What you’ll learn in this episode:

• The AI Agent Architecture: Discover ROX's "three-layered cake" approach, including their context system, Agent Swarms, and application layer.
• The Database Migration: Why ROX started on DynamoDB for speed but ultimately migrated to MongoDB to handle massive spikes and unstructured data at scale.
• Agents vs. SaaS: The fundamental difference between traditional SaaS platforms (where humans do the work) and autonomous agents (where the AI does the outreach, research, and contracts).
  Advice for AI Founders: Why you need to be highly opinionated about your architecture but extremely iterative with your product experience.
• ⏱️ Chapter Timestamps
  00:00 - Intro & Ishan's Journey
  01:57 - What is ROX?
  04:52 - ROX's Technical Architecture
  06:56 - Migrating to MongoDB
  08:17 - Why Context is King
  11:13 - Internal AI Adoption
  13:05 - The Future of AI and B2B
  14:33 - Lightning Round