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Responsible Enterprise RAG

DMRadio Podcast

Release Date: 11/14/2024

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Data Science and Data Warehousing would seem to be two peas in a pod! Both disciplines focus on generating valuable data-driven insights to optimize business decisions. And yet at many organizations, they are run by different groups that often don't even talk to each other. That's likely changing soon, in part because of advances in both worlds. Learn more on this episode of DM Radio!

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Every company needs an Information Strategy group! That's the consensus among industry analysts and educators, especially as GenAI takes the world by storm. Learn more in this conversation between DM Radio Host Eric Kavanagh, and Doug Llewellyn of The Data Society Group as they talk Data Governance and Information Strategy!

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Responsible Enterprise RAG show art Responsible Enterprise RAG

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Building AI Assistants and Agents for mission-critical enterprise applications presents challenges related to accuracy, security, and explainability. An effective end-to-end Retrieval Augmented Generation (RAG) platform can mitigate AI "hallucinations," reduce bias, and ensure high-precision, contextually accurate outputs. This enhances compliance with copyright standards and delivers consistently trustworthy results. Robust security measures, including access controls, defenses against prompt injection attacks, and adherence to SOC2 and HIPAA compliance requirements, are essential for...

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Building AI Assistants and Agents for mission-critical enterprise applications presents challenges related to accuracy, security, and explainability. An effective end-to-end Retrieval Augmented Generation (RAG) platform can mitigate AI "hallucinations," reduce bias, and ensure high-precision, contextually accurate outputs. This enhances compliance with copyright standards and delivers consistently trustworthy results. Robust security measures, including access controls, defenses against prompt injection attacks, and adherence to SOC2 and HIPAA compliance requirements, are essential for protecting sensitive data. Additionally, explainability for results and actions aids compliance, simplifies troubleshooting, and builds trust in AI-driven applications.

Such a platform should offer sophisticated capabilities, extending beyond basic vector search by combining semantic and lexical retrieval, advanced reranking, real-time updates, and flexible user-defined functions, while remaining easy to use through a simple API. This empowers developers to build high-performing AI-driven applications without needing deep expertise in complex RAG systems. By integrating a plug-and-play RAG solution, enterprises can lower costs, simplify custom solutions, and benefit from ongoing model and infrastructure updates, all while maintaining compliance and scalability through flexible deployment options like SaaS, on-premises, or VPC hosting. Learn more on this episode of DM Radio!