February 12, 2025
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Data & AI

Transforming Data Storage: How AI is Changing Data Management

AI is reshaping data storage and management, making it more efficient, scalable, and optimized for modern applications.

Affan Ahmad, Senior Technical Writer

In the evolving landscape of artificial intelligence (AI), organizations must adapt their data storage strategies to accommodate the demands of generative AI and intelligent agents.

Origen offers tailored solutions to efficiently manage and optimize diverse data estates, ensuring seamless integration with AI applications.

Assessing Vector Data Storage Requirements

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The overhead associated with vectorizing a multi-format data estate typically ranges between 5% and 15%, depending on specific AI design specifications.

Factors influencing this include the nature of the use cases, data types involved, and the uniqueness of data elements necessary to meet organizational needs.

By carefully evaluating these aspects, Origen ensures that the vectorization process is both efficient and aligned with enterprise requirements.

Prioritizing Data for Vectorization

While initial AI projects may focus on specific data subsets, as AI permeates various business functions—such as marketing, HR, support, sales, and finance—it becomes essential to catalog and vectorize all data to unlock its full potential.

Origen emphasizes that without proper labeling or vectorization, data remains underutilized.

Priority is often given to mission-critical and near-real-time data; however, even archival data can provide significant value when appropriately cataloged.

Ensuring Comprehensive AI Agent Access

For AI agents to function optimally, they require access to an organization's entire data estate.
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Origen's solutions facilitate this by implementing robust data governance protocols, ensuring that AI interfaces, such as chatbots, adhere to user-specific data access rights.

This approach maintains data security and compliance, allowing agents to access only the information they are authorized to use.

By leveraging Origen's expertise in data storage and AI integration, organizations can effectively navigate the complexities of the AI era, ensuring their data estates are optimized, secure, and primed for advanced applications.

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