For years, data management quietly sat behind the scenes—essential, but rarely celebrated. That’s changing. Modern enterprises can no longer achieve analytics, AI, or digital transformation goals without strong data management platforms at the core.
In the 2025 Gartner Critical Capabilities for Metadata Management Solutions report,1 the analyst firm recommends organizations to “Leverage tooling capabilities that can enable emerging use cases like AI readiness and support for agentic AI. This comprehensive approach will support the evolution toward a ‘metadata anywhere’ orchestration platform, providing a unified view of enterprise data assets ready for AI.”
That’s why we’re proud to be ranked in the top three of all five of the evaluated categories in this Gartner report. Our platform enables organizations to manage, govern, unlock, and activate data consistently across environments, removing the need for multiple, disparate tools. We believe this aligns with the guidance in the 2025 Gartner Market Guide for Data Management Platforms report2 that “By reducing vendor landscape complexity, organizations can save up to 50% on costs and operations efforts through converged platforms.”
This alignment in vision on where the data management market is headed is what excites us about the platform we’re delivering to our customers, and that it’s years ahead of Gartner’s own recommendation.
Recognized across all five use cases
Metadata is the foundation of trusted data—and trusted data is the foundation of successful AI. Our platform uniquely spans data modeling to data products to marketplace, with customers already reporting material acceleration in creating trusted data products—tangible proof that we’re helping enterprises put AI to work with confidence, clarity, and control.
We believe that approach is well-reflected in the 2025 Critical Capabilities for Metadata Management Solutions report, where Quest Software was top-ranked in all five metadata use cases:
- Data Usability Enablement
- Data Governance
- Data Engineering
- AI Readiness
- Enabling Modern Data Architectures
At Quest, we support the full spectrum of customer needs—whether they are establishing foundational governance, scaling AI responsibly, or modernizing their data estate.
One of the mandatory features of Data Management Platforms stated by Gartner
Metadata management is also a core feature listed in the 2025 Gartner Market Guide for Data Management Platforms. Gartner states that “A converged data management platform leverages metadata from every system in an integrated approach.”
Gartner predicts that “By 2028, fragmented data management markets would have converged around data ecosystems enabled by data fabric and GenAI, reducing technology complexity and integration costs” and that “organizations will benefit from cost savings and improved ROI because of the simplified footprint.”
According to Gartner, the mandatory features of data management platforms will include a unified platform, metadata management, data integration, data quality, data governance, and platform-based pricing.
Quest already provides a converged platform with these capabilities
Rather than simply marching towards a futuristic view, Quest provides the mandatory capabilities of a converged data management platform. We are already helping customers realize this today with a more intelligent, connected, and operationally streamlined data environment built to keep pace with modern AI demands.
Our unified platform brings together data modeling, governance, metadata management, and AI-driven use cases into a single integrated solution. It is the only platform in the industry delivering data products that spans from data modeling to marketplace, underpinned by trust scores and AI model certification to ensure reliable, successful AI.
Quest’s approach ensures customers can move from design to governance to activation in one singular location. Our platform gives organizations the consistent context and trust they need as data moves through its lifecycle—so the insights that customers generate, and the AI they deploy, are grounded in accuracy, lineage, and business meaning.
Our strengths in data lineage, semantic enrichment, workflow management, and unified metadata visibility give organizations the transparency and control they need to operationalize AI with confidence. These capabilities aren’t theoretical; they are the backbone of practical AI adoption.
Quest excels in what customers need to accomplish for AI success
Organizations are focused on solving the real-world scenarios of improving data usability, strengthening governance, modernizing architectures, optimizing engineering workflows, and preparing data for AI.
And this is exactly why Quest stands out.
According to Gartner, “Critical Capabilities research delivers focused insight into providers’ product or service offerings and how these offerings rate against common client-usage scenarios. Critical Capabilities help which technology, or service offers the best fit by providing a comparative analysis that scores competing products or services against a set of critical differentiators identified by Gartner.”3
In our view, our company is highly ranked across all five use cases because our platform is built to solve the practical challenges buyers face every day—providing the lineage, semantics, governance workflows, and AI-ready context that turn data into decision-ready intelligence.
A unified future, powered by data, metadata, and AI
At Quest Software, we create technology and solutions that build the foundation for enterprise AI. For more than 30 years, we’ve empowered organizations to understand, govern, and optimize their information environments—first through data modeling, then through metadata management, and now through the powerful enablement of AI.
Organizations have trusted us to help them model, govern, and understand their data. That’s more important than ever as organizations race to deploy AI and make it profitable. And that’s why more than 90% of the Fortune 500 trust Quest Software for their data management needs.
We’re thrilled to be recognized by Gartner, and we believe that recognition reflects the market’s validation of an approach we’ve been building toward for years. Data, metadata, and AI are converging—and Quest is committed to leading this next era of integrated, intelligent data management.
To our customers and partners: thank you for trusting us. Together, we are transforming metadata into measurable business outcomes and enabling AI to deliver on its promise.
Sources:
1. Gartner, Critical Capabilities for Metadata Management Solutions, Thornton Craig, Roxane Edjlali, Melody Chien, Guido De Simoni, November 19, 2025
2. Gartner, Market Guide for Data Management Platforms, Robert Thanaraj, Ehtisham Zaidi, Adam Ronthal, Sharat Menon, September 2, 2025.
3. Gartner, How Products and Services Are Evaluated in Gartner Critical Capabilities, Megan Flewelling, Tim Weaver, David Black, July 2, 2025.
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