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AI Data Bites (Powered by Denodo) · Oct 23, 2025 · 18 min

DeepQuery - AI That Thinks Like a Data Analyst

(00:00:00) Introduction - Inessa Gerber, Director of Product Management (00:01:12) What makes DeepQuery different from traditional AI (00:03:00) How agentic AI performs multi-step analytical reasoning for deeper insights (00:05:41) Real-world use cases across healthcare, finance, education, and public services. (00:09:57) Why Denodo is uniquely able to deliver DeepQuery (00:12:15) Why Denodo offers both Query RAG and DeeoQuery (00:14:57) How developers can easily integrate DeepQuery through the Denodo AI SDK (00:17:13) Conclusion / Summary In this episode of Denodo Data Bites, Inessa Gerber, Director of Product Management at Denodo explores Denodo DeepQuery - a breakthrough innovation that brings agentic AI and reasoning capabilities directly into your data environment. Unlike traditional tools that simply generate SQL or retrieve answers, DeepQuery thinks like a data analyst, uncovering not just what happened but why it happened and what to do next. You’ll hear how DeepQuery moves beyond Query RAG to perform multi-step reasoning, synthesizing insights, evidence, and recommendations across complex, distributed data systems. Inessa also explains how DeepQuery leverages semantic unification, real-time access, and federated governance to deliver transparent, explainable AI that supports strategic decision-making across industries—from healthcare and finance to education and public safety. Whether you’re a data leader, AI developer, or innovation strategist, this episode offers an inside look at how reasoning-driven AI can transform data analysis into actionable strategy. What You’ll Learn in This Episode: What makes DeepQuery different from traditional AI or Query RAG approaches. How agentic AI performs multi-step analytical reasoning for deeper insights. Real-world use cases across healthcare, finance, education, and public services. Why semantic unification and real-time federated access are key to explainable AI. How developers can easily integrate DeepQuery through the Denodo AI SDK. Listen now to discover how Denodo DeepQuery is redefining enterprise AI - taking it from simple answers to deep, strategic reasoning.

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transcript

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show notes

(00:00:00) Introduction - Inessa Gerber, Director of Product Management
(00:01:12) What makes DeepQuery different from traditional AI
(00:03:00) How agentic AI performs multi-step analytical reasoning for deeper insights
(00:05:41) Real-world use cases across healthcare, finance, education, and public services.
(00:09:57) Why Denodo is uniquely able to deliver DeepQuery
(00:12:15) Why Denodo offers both Query RAG and DeeoQuery
(00:14:57) How developers can easily integrate DeepQuery through the Denodo AI SDK
(00:17:13) Conclusion / Summary

In this episode of Denodo Data Bites, Inessa Gerber, Director of Product Management at Denodo explores Denodo DeepQuery - a breakthrough innovation that brings agentic AI and reasoning capabilities directly into your data environment. Unlike traditional tools that simply generate SQL or retrieve answers, DeepQuery thinks like a data analyst, uncovering not just what happened but why it happened and what to do next. You’ll hear how DeepQuery moves beyond Query RAG to perform multi-step reasoning, synthesizing insights, evidence, and recommendations across complex, distributed data systems. Inessa also explains how DeepQuery leverages semantic unification, real-time access, and federated governance to deliver transparent, explainable AI that supports strategic decision-making across industries—from healthcare and finance to education and public safety. Whether you’re a data leader, AI developer, or innovation strategist, this episode offers an inside look at how reasoning-driven AI can transform data analysis into actionable strategy. What You’ll Learn in This Episode: 
  • What makes DeepQuery different from traditional AI or Query RAG approaches.
  • How agentic AI performs multi-step analytical reasoning for deeper insights.
  • Real-world use cases across healthcare, finance, education, and public services.
  • Why semantic unification and real-time federated access are key to explainable AI.
  • How developers can easily integrate DeepQuery through the Denodo AI SDK. 
Listen now to discover how Denodo DeepQuery is redefining enterprise AI - taking it from simple answers to deep, strategic reasoning.
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