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

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