Denodo, a prominent player in data management, has unveiled its latest offering, the Denodo Platform 9.3, which includes a significant enhancement called DeepQuery. This new capability is designed to bolster support for artificial intelligence (AI) innovation, allowing organizations to tackle complex analytical questions with detailed reasoning. The announcement was made on September 16, 2025, from PALO ALTO, California.
The Denodo Platform 9.3 aims to strengthen the foundation for operational AI, addressing the growing need for real-time data access in an increasingly distributed data landscape. Many AI applications, such as chatbots and autonomous decision-making agents, require immediate access to high volumes of live data, while ensuring data security and compliance. A recent study by the Massachusetts Institute of Technology (MIT) highlighted that approximately 95% of AI projects fail to deliver positive returns on investment, primarily due to inadequate data infrastructure that cannot adapt to changing operational environments.
Key Enhancements in Denodo Platform 9.3
Denodo Platform 9.3 introduces several features that enhance its capabilities for operational AI. One notable improvement is the agility of materialized views. Materialized views and data caches are now resilient to schema evolution, allowing developers to manage changes more effectively. This is crucial in environments where AI applications evolve rapidly, and underlying data structures frequently change. Additionally, the platform accelerates incremental updates to data lakehouses, ensuring that the data remains ready for AI applications.
Another significant enhancement is the introduction of dynamic access controls. These controls allow for on-demand lookups of data access policies, providing the necessary agility for organizations operating in dynamic environments where privacy and security requirements are frequently updated. Furthermore, the Denodo Assistant now includes a feature that auto-generates business context metadata tags. This capability enriches AI applications with relevant business information, making the data more actionable.
For organizations utilizing Databricks lakehouse architecture, Denodo now enables applications to write back to Iceberg tables managed by Databricks Unity. This integration ensures optimized performance in fast-changing environments, enhancing the overall functionality of AI agents and applications.
DeepQuery: A New Era for AI Development
The introduction of Denodo DeepQuery marks a significant advancement in the AI landscape. This multi-agent deep research capability allows AI developers to execute complex, context-aware queries based on open-ended questions. For instance, DeepQuery can help identify customer churn sources or key drivers of customer loyalty across various systems. It delivers explainable, real-time insights in minutes, which traditionally would take skilled data analysts several days to produce.
DeepQuery is built on Denodo’s semantic layer and AI SDK, dynamically determining the data needed and orchestrating complex retrieval workflows. Benefits of this new capability include smarter AI interactions, enhanced data governance, and open-source flexibility, as it is available under an Apache license for customization and community contributions.
Feedback from industry leaders underscores the importance of Denodo’s innovations. According to Shivaji Basu, Chief AI Officer at Sigmasoft, “With its general availability, we’re excited to collaborate and help clients unlock explainable, cross-system business insights at enterprise scale.” This collaboration reflects the growing recognition of Denodo’s leadership in making enterprise AI both practical and impactful.
Denodo continues to establish itself as a leader in data management, enabling organizations to deliver AI-ready and business-ready data more efficiently. Its award-winning platform is recognized for transforming data into trustworthy insights, supporting AI and self-service initiatives across various industries. For more information about Denodo and its offerings, visit denodo.com.
