Watch more from .local London 2026 → https://www.youtube.com/playlist?list=PL4RCxklHWZ9tH01MTlChYwUqN8Cm2tl2r In this session, you’ll explore how enterprises are moving beyond AI experimentation to deliver production-ready, governed outcomes. You’ll get an inside look at Purple Fabric from IntellectAI, built on MongoDB Atlas, and how its multi-agent AI “digital experts” can read and interpret enterprise documents, apply business rules, and support decision-heavy workflows with full traceability. You’ll walk away with a clearer understanding of how to transition AI initiatives into real-world applications, build trust through auditability and governance, and enable more accurate, compliant decision-making at scale. Join Deepak Dastrala, Chief Technology Officer at IntellectAI, and Boris Bialek, Vice President of Industry Solutions at MongoDB, for a live look at how Purple Fabric is powering scalable, governed AI in action. 00:00:00 - Introduction to Governed AI in Production 00:00:40 - Meet the Speakers: Boris Beleg & Deepak Dstrala 00:01:23 - The Challenge of Productionizing AI in Regulated Industries 00:02:21 - Real Use Case: ESG Data for a Sovereign Wealth Fund 00:04:58 - The 4 Pitfalls of Weak Retrieval Architecture 00:06:15 - Why Architecture Beats Model Tuning 00:07:20 - Decoupling Workflows from Atomic Retrieval 00:09:25 - Vector Search Only vs. Hybrid Search with Reranking 00:12:02 - Processing Messy Enterprise Documents & Data Lineage 00:13:54 - The Power of Metadata Filtering 00:14:31 - Advanced Chunking Strategies & Table Structures 00:16:11 - Optimizing the Retrieval Pipeline Order 00:17:14 - Reducing Costs & Managing Tool Sprawl with MongoDB Atlas 00:19:32 - Real Benchmarks: Accuracy, Latency, and P95 Stability 00:21:54 - Context Windows: More Context vs. Right Context 00:24:06 - Compounding Value Across Independent Metric Layers 00:26:04 - Designing for Trust: Handling the Final 9% with Humans in the Loop 00:27:49 - 5 Critical Takeaways for Production AI 00:29:56 - Q&A: Overcoming Production Scale Data Failures Subscribe to the MongoDB for Developers YouTube Channel: https://www.youtube.com/@MongoDBDevelopers?sub_confirmation=1 Sign-up for a free cluster → https://www.mongodb.com/cloud/atlas/register Subscribe to MongoDB YouTube→ https://mdb.link/subscribe 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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