Watch more from .local Bengaluru: https://www.youtube.com/playlist?list=PLdZHbuVOoAyM Subscribe to the MongoDB for Developers YouTube Channel: https://www.youtube.com/@MongoDBDevelopers?sub_confirmation=1 Every enterprise SaaS company begins with a bold idea. Over time, that idea must evolve into a platform capable of supporting millions of users, massive volumes of data, and increasingly complex requirements for reliability, security, and scale. This panel brings together leaders from Leena.ai and Freshworks to discuss what it takes to build and operate mission-critical enterprise SaaS. Drawing on experiences across AI-native software, global SaaS platforms, and enterprise technology services, the conversation will explore the architectural and operational decisions that shape long-term success. Topics will include scaling applications and data infrastructure, maintaining reliability and performance across geographies, balancing agility with governance, and building the trust required to support enterprise customers. Across every stage of growth, one reality remains constant: the choices organizations make about their data foundation influence what they can build, how quickly they can innovate, and how effectively they can earn and maintain customer trust. Chapters: 00:00:03 - Introduction and SaaS Scaling Statistics 00:01:23 - Introducing the Panelists from Lena.ai & Freshworks 00:02:18 - The Evolution of Lena.ai and Back-Office Automation 00:03:38 - The Challenge of Non-Deterministic AI in Production 00:05:01 - Running AI Evaluations & Monitoring Accuracy 00:06:00 - The Shift from Accuracy to Latency Metrics 00:06:38 - Freshworks' Scaling Journey from Startup to IPO 00:08:06 - Why Your AI Strategy is Destined to Be a Data Strategy 00:09:43 - Shifting Mindsets: From Yearly Planning to Weekly Pivots 00:12:28 - Decentralizing Decision-Making to Increase Engineering Velocity 00:14:41 - Squeezing Cycle Times with Autonomous Code Reviews 00:15:49 - Choosing the Document Schema: Why Both Companies Use MongoDB 00:16:59 - Building a Single Core Architecture for Retrieval, Vectors, & Embeddings 00:18:01 - Managing Multi-Cloud Infrastructure & Multi-Region SLAs 00:20:20 - Commoditization of Foundational Models vs. Proprietary LLMs 00:23:40 - Freshworks' Smart Gateway: Building a Model Fabric Service 00:25:28 - The 4 Layers of the AI Stack 00:26:03 - The 5 Pillars of Responsible & Trustworthy Enterprise AI 00:28:30 - Future Outlook: The Race to AGI & Consolidation in SaaS 00:30:16 - Final Advice for Builders: Prioritize AI-First Engineering Visit Mongodb.com → https://mdb.link/MongoDB Read the MongoDB Blog → https://mdb.link/Blog Read the Developer Blog → https://mdb.link/developerblog MongoDB for Developers YouTube Channel → https://www.youtube.com/@MongoDBDevelopers

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