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Artificial Intelligence in R&D: Leveraging Graph RAG for Competitive Advantage
July 10, 2025
A blog by R&D AI leader Nicolas Pineau on unlocking innovation in R&D through Graph RAG and AI. Discover how knowledge graphs and Retrieval-Augmented Generation can boost research productivity and deliver strategic advantage.
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You’re Solving the Wrong Problem
You have a superb team that wrings every last efficiency out of your ETL processes. That’s great – but they’re solving the wrong problem. The issue isn’t how to shave more off the cost of ETL, it’s that you have to work so hard in the first place.
How to Regroup After Hadoop
If you already have a Hadoop investment — and found security and governance and the solution itself lacking — we have good news. An operational data hub will enhance the value of the Hadoop ecosystem by providing operational capabilities along with the Enterprise features, needed for a mature data strategy.
Data Integration: We’ve All Been There
A sorry tale of trying to solve complex data integration at a market research company with relational technology. MarkLogic’s proven solutions would have solved the customer’s requirements at a fraction of the time and cost.
Competing With Amazon: Redesigning Retail Stores of the Future
Physical stores offer a competitive advantage over E-tailers like Amazon, but they must create an omnichannel experience that integrates consumer, product, supply, and transactional data real time to truly meet customer needs.

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