> Markdown version of [/@manu-gurudatha](https://www.wearedevelopers.com/@manu-gurudatha). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Manu Gurudatha VP of Engineering at PagerDuty mapping the real ROI of AI in software development. ## About Manu Gurudatha runs engineering for Incident Management, AIOps, and Status Pages at PagerDuty. Before steering high-stakes reliability for thousands of companies, he built teams at early-stage startups and led the Health Cloud unit at Salesforce. Today, he focuses on the hard unit economics of AI-native development. Instead of using artificial intelligence just to generate code faster, Manu looks at how engineering organizations can avoid efficiency bottlenecks and measure actual return on investment across the software lifecycle. He lives in the San Francisco Bay Area. ## Upcoming Sessions ### World Congress 2026 North America · September 23, 2026 San José, CA - [AI ROI: The Hard Unit Economics of AI-Native Engineering](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1687-ai-roi-the-hard-unit) ## Links - [LinkedIn](https://www.linkedin.com/in/manudath/) - [Blog](https://substack.com/@manugurudatha)