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    Home » Revamping Data Infrastructure for AI Success
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    Revamping Data Infrastructure for AI Success

    Staff ReporterBy Staff ReporterApril 27, 2026No Comments3 Mins Read
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    Fast Facts

    1. AI is revolutionizing data access by enabling users to ask natural language questions and receive contextual insights, democratizing data across organizations.
    2. Databricks’ Genie and Lakebase facilitate real-time, cost-effective data management by integrating OLAP and OLTP capabilities, streamlining workflows.
    3. Combining OLAP and OLTP systems into one unified platform reduces data copying, simplifies permission management, and enhances AI application deployment.
    4. Measuring the value of AI investments through clear metrics is crucial for success, enabling organizations to track outcomes like cost savings and process optimizations effectively.

    Modernizing Data Access with AI Tools

    Many organizations now face thousands of dashboards scattered across different teams. This setup can slow down data access and make it hard to customize reports. However, AI is changing this. It helps democratize access, allowing anyone to get the data they need quickly. Tools like Genie from Databricks enable users to ask questions in natural language and receive clear answers. Unlike simple information, Genie explains why certain results happen. This makes data more accessible and understandable for everyone, reducing bottlenecks and boosting efficiency.

    Bridging Data Types with Hybrid Systems

    Organizations use two main types of data systems: OLAP for analysis and OLTP for real-time updates. Recently, a new system called Lakebase combines both functions. It acts like a modern database that separates computation from storage, making it faster and more flexible. Now, agents—software helpers—can easily create and manage real-time data instances. They can start a database quickly, use it for a task, and then shut it down. This approach offers speed and cost savings. When OLAP and OLTP combine, businesses gain a single, powerful system. They can avoid copying data and reduce the complexity of managing different platforms.

    Driving Business Value through Data Measurement

    Investing in AI needs constant measuring of results. Successful AI projects always track their impact on business goals. For example, a food company used AI to reduce unnecessary spending. They looked at how well AI was helping them cut costs and improve efficiency. Establishing clear metrics allows companies to see what works and what doesn’t. Tools that translate AI and operational data into measurable outcomes are vital. They help organizations understand how much value AI adds. This focus on measurement ensures that AI efforts stay aligned with overall business strategy and deliver real benefits.

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    John Marcelli is a staff writer for IO Tribune, with a passion for exploring and writing about the ever-evolving world of technology. From emerging trends to in-depth reviews of the latest gadgets, John stays at the forefront of innovation, delivering engaging content that informs and inspires readers. When he's not writing, he enjoys experimenting with new tech tools and diving into the digital landscape.

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