--- title: Blog | Optimum Data Analytics description: "Engineering-first deep dives on LLMs, RAG pipelines, MLOps, and agentic AI from Optimum Data Analytics' team, with real implementations and code, not just theory.\n\nPractical AI engineering from ODA: LLM fine-tuning, agentic workflows, and production deployment patterns built and battle-tested by our own team.\n\nEvent-driven agents, small language models, and real-time AI systems architecture breakdowns and lessons from ODA's own deployments." image: https://blog.optimumdataanalytics.com/hubfs/AI-Generated%20Media/Images/static.hsappstatic.netFileManagerImagesstatic-1.29523imagesexplore-imagescloud-boy.jpeg --- [Skip to main content](https://blog.optimumdataanalytics.com#main) [![Optimum-Data-Analytics-1-e1749546723829](https://blog.optimumdataanalytics.com/hs-fs/hubfs/Optimum-Data-Analytics-1-e1749546723829.png?width=212&height=58&name=Optimum-Data-Analytics-1-e1749546723829.png) ![Optimum-Data-Analytics-1-e1749546723829](https://blog.optimumdataanalytics.com/hs-fs/hubfs/Optimum-Data-Analytics-1-e1749546723829.png?width=212&height=58&name=Optimum-Data-Analytics-1-e1749546723829.png)](https://optimumdataanalytics.com) - [Home](https://optimumdataanalytics.com) - [About](https://optimumdataanalytics.com/about/) - [Show submenu for Offerings Offerings](https://optimumdataanalytics.com/offerings/) - [Generative AI](https://optimumdataanalytics.com/generative-ai/) - [Agentic AI](https://optimumdataanalytics.com/agentic-ai/) - [AI/ML Solutions](https://optimumdataanalytics.com/ai-ml-solutions/) - [Data Engineering](https://optimumdataanalytics.com/data-engineering/) - [Computer Vision](https://optimumdataanalytics.com/computer-vision/) - [Show submenu for Industries Industries](https://optimumdataanalytics.com/industries/) - [Healthcare](https://optimumdataanalytics.com/healthcare/) - [Supply Chain](https://optimumdataanalytics.com/supply-chain/) - [Agriculture](https://optimumdataanalytics.com/agriculture/) - [Finance](https://optimumdataanalytics.com/finance/) - [CSR Activities](https://optimumdataanalytics.com/csr-activity/) - [Blogs](https://blog.optimumdataanalytics.com) - [Careers](https://optimumdataanalytics.com/careers/) - [Contact](https://optimumdataanalytics.com/contact/) Open main navigation Close main navigation - [Home](https://optimumdataanalytics.com) - [About](https://optimumdataanalytics.com/about/) - Show submenu for Offerings Offerings - Offerings - [Offerings](https://optimumdataanalytics.com/offerings/) - [Generative AI](https://optimumdataanalytics.com/generative-ai/) - [Agentic AI](https://optimumdataanalytics.com/agentic-ai/) - [AI/ML Solutions](https://optimumdataanalytics.com/ai-ml-solutions/) - [Data Engineering](https://optimumdataanalytics.com/data-engineering/) - [Computer Vision](https://optimumdataanalytics.com/computer-vision/) - Show submenu for Industries Industries - Industries - [Industries](https://optimumdataanalytics.com/industries/) - [Healthcare](https://optimumdataanalytics.com/healthcare/) - [Supply Chain](https://optimumdataanalytics.com/supply-chain/) - [Agriculture](https://optimumdataanalytics.com/agriculture/) - [Finance](https://optimumdataanalytics.com/finance/) - [CSR Activities](https://optimumdataanalytics.com/csr-activity/) - [Blogs](https://blog.optimumdataanalytics.com) - [Careers](https://optimumdataanalytics.com/careers/) - [Contact](https://optimumdataanalytics.com/contact/) - Search Search # The Insight Feed ODA members share technology ideas to foster digital transformation. ## [Auditing and Governance in Agentic AI: How to Trust What Your AI Agents Do](https://blog.optimumdataanalytics.com/auditing-and-governance-in-agentic-ai-how-to-trust-what-your-ai-agents-do) ![Devdatta Thube](https://blog.optimumdataanalytics.com/hubfs/Author%20Profiles/Devdatta%20thube.jpg) by [Devdatta Thube](https://blog.optimumdataanalytics.com/author/devdatta-thube) on Nov 2, 2026, 8:00:00 AM Picture a procurement team hit by a sudden supply chain problem. With a regular generative AI assistant, the AI looks at the data, sums up the risks and drafts an email that a manager can send to ... 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