Processing Trillions of Real-World Data Points with AI

In this episode of Applied Intelligence, Keith Richman sits down with Praveen Murugesan, VP of Engineering at Samsara, to explore how AI is transforming physical world operations. Praveen reveals how Samsara leverages massive IoT sensor data to solve complex real-world problems—from catching fleet fuel theft to building smart commercial navigation that dynamically reroutes drivers based on dashcam insights. They discuss the game-changing potential of AI-driven "computer use," how to safely implement internal AI coding tools without breaking production, and why AI is finally democratizing data analysis for non-technical operators. If you want a grounded, actionable look at bridging the gap between AI hype and enterprise-scale deployment, this conversation delivers. Chapters 00:00:00 Introduction: AI at Scale with Samsara 00:00:45 Computer Use: The Most Contrarian AI Take 00:04:52 Empowering Engineers: AI Tools and Guardrails 00:07:49 The Wins: Speed, Prototyping, and Quality 00:10:05 Customer Co-Creation: Solving Fuel Theft with AI 00:15:10 From Sensors to Intelligence: The Fuel Theft Solution 00:16:59 LLMs as Judges: Accelerating Data Labeling 00:19:36 Commercial Navigation: Waze for Enterprise 00:23:24 Predictive Operations: The Future of Strategic Planning 00:26:51 Democratizing Expertise: From Specialists to Superhumans 00:29:36 The New Reality: PMs Shipping Code, Designers in Production 00:30:30 The AI Stack: Blessed Models and Cost Management 00:32:42 The Hidden Value: Physical World Data at Scale 00:35:38 What's Overhyped: Security Fears and the Positive Lens #ArtificialIntelligence #AI #MachineLearning #IoT #EnterpriseAI #DataScience #Engineering #TechPodcast #Innovation #SoftwareDevelopment