• RAG Revealed -Boosting AI with Real-Time Data

  • 2025/03/12
  • 再生時間： 25 分
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RAG Revealed -Boosting AI with Real-Time Data

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  • Ready to supercharge your business with AI that’s smarter, faster, and grounded in your data? In this episode of The Macro AI Podcast, hosts Gary and Scott unpack Retrieval-Augmented Generation (RAG)—a game-changing approach that combines real-time data retrieval with powerful AI generation. Perfect for business leaders, this episode dives into how RAG transforms industries, from manufacturing to insurance and legal, with practical examples like slashing customer service times and speeding up claims processing by 40%.

    Why does RAG outshine standalone AI models? Scott explains how it taps into your proprietary info—like a retailer’s latest HR policies—delivers up-to-date answers, and cuts through AI “hallucinations” with secure, permission-based access. Gary breaks down the tech: prepping data in vector databases, retrieving context with embeddings, and generating spot-on responses. He also shares expert tips on measuring RAG’s performance—think “faithfulness” scores and retrieval tweaks—to ensure it delivers ROI.

    But it’s not all smooth sailing. Scott highlights challenges like data quality, retrieval relevance, and security, offering solutions like role-based controls and encrypted databases. Looking ahead, RAG’s future sparkles with multimodal capabilities (audio, video, images), global language support, and personalization. Ready to start? Scott’s got your back with practical steps—start small, pilot with tools like LangChain, and scale smart.

    Tune in to discover how RAG can make your business AI-ready—accurate, current, and competitive. Subscribe and join Gary and Scott every episode as they guide you through the AI era!


    What is RAG - Marina Danilevsky, Senior Research Scientist @IBM

    https://www.youtube.com/watch?v=T-D1OfcDW1M


    Send a Text to the AI Guides on the show!


    About your AI Guides

    Gary Sloper

    https://www.linkedin.com/in/gsloper/

    Scott Bryan

    https://www.linkedin.com/in/scottjbryan/

    Macro AI Website:

    https://www.macroaipodcast.com/

    Macro AI LinkedIn Page:

    https://www.linkedin.com/company/macro-ai-podcast/
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あらすじ・解説

Ready to supercharge your business with AI that’s smarter, faster, and grounded in your data? In this episode of The Macro AI Podcast, hosts Gary and Scott unpack Retrieval-Augmented Generation (RAG)—a game-changing approach that combines real-time data retrieval with powerful AI generation. Perfect for business leaders, this episode dives into how RAG transforms industries, from manufacturing to insurance and legal, with practical examples like slashing customer service times and speeding up claims processing by 40%.

Why does RAG outshine standalone AI models? Scott explains how it taps into your proprietary info—like a retailer’s latest HR policies—delivers up-to-date answers, and cuts through AI “hallucinations” with secure, permission-based access. Gary breaks down the tech: prepping data in vector databases, retrieving context with embeddings, and generating spot-on responses. He also shares expert tips on measuring RAG’s performance—think “faithfulness” scores and retrieval tweaks—to ensure it delivers ROI.

But it’s not all smooth sailing. Scott highlights challenges like data quality, retrieval relevance, and security, offering solutions like role-based controls and encrypted databases. Looking ahead, RAG’s future sparkles with multimodal capabilities (audio, video, images), global language support, and personalization. Ready to start? Scott’s got your back with practical steps—start small, pilot with tools like LangChain, and scale smart.

Tune in to discover how RAG can make your business AI-ready—accurate, current, and competitive. Subscribe and join Gary and Scott every episode as they guide you through the AI era!


What is RAG - Marina Danilevsky, Senior Research Scientist @IBM

https://www.youtube.com/watch?v=T-D1OfcDW1M


Send a Text to the AI Guides on the show!


About your AI Guides

Gary Sloper

https://www.linkedin.com/in/gsloper/

Scott Bryan

https://www.linkedin.com/in/scottjbryan/

Macro AI Website:

https://www.macroaipodcast.com/

Macro AI LinkedIn Page:

https://www.linkedin.com/company/macro-ai-podcast/
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