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Metadata Management Software with AI/Machine Learning (2026)

Last updated: November 2025

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Metadata Management Software Key Features

    Based on 54 user opinions, we identified 6 features that are important for any product in Metadata Management Software

  • Metadata Management

    Collect and maintain structured information that describes data or content

    Average user rating

    4.5

  • Data Catalog

    An organized inventory of all data assets

    Average user rating

    4.4

  • Data Governance

    Collection of processes, policies, and standards to manage the storage & usability of enterprise data

    Average user rating

    4.4

  • Data Lineage

    Gives visibility to the origin, history, transformation and location of data

    Average user rating

    4.7

  • Data Mapping

    Track the management and flow of data throughout the organization

    Average user rating

    4.6

  • Search/Filter

    Search and filter data across systems to locate required information by entering keywords or certain criteria

    Average user rating

    4.5
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16 software options

Dataedo logo

Data catalog and database documentation tool

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Dataedo is a data catalog and database documentation tool. It supports metadata management and data governance through data dictionaries, business glossaries, database diagrams, data profiling, data lineage, and more.

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Accurity logo

All-in-one data intelligence platform

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Accurity enables businesses to easily define, organize, and understand their data assets through metadata management capabilities, including a business glossary and data catalog. This enhances data governance and compliance while empowering users to make informed decisions.

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Centralpoint logo

Digital experience platform & content management solution

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Centralpoint by Oxcyon is a digital experience platform & content management solution for enterprises. The cloud-based tool allows users to control knowledge, data, documents, forms, emails, learning, compliance, & more whilst also providing features for managing employees, clients & partners.

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Metaphor logo

data catalog and management solution

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Metaphor is a data management solution that streamlines the data journey by providing full compatibility with the modern stack. With Metaphor, users can experience enhanced agility and scalability in their data operations. The software integrates with various collaboration platforms like Slack and MS Teams, facilitating communication and teamwork among team members.

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Intelligent Data Management Cloud logo

Cloud and On-Premise Data Integration

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Informatica's Cloud Integration is a cloud-to-cloud & cloud-to-premise application integration platform. It offers pre-built connectors to on-premise/cloud-based apps, databases, flat files, file feeds and social networks. The templates and process automation guides help build desired connections.

Read more about Intelligent Data Management Cloud

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Shinydocs logo

Effortless access to the right files at the right time.

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Shinydocs is a cloud-based master data management solution that automates the critical first step of any information management program by finding documents, files, and records and aligning them with your people, processes, and regulations. The software centralizes content from disparate data repositories, delivering the information needed to meet business objectives.


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DeskConnect logo

AI-enabled software for managing documents

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DeskConnect's cloud-based AI and ML streamline document workflows, automating tasks and cutting errors for businesses. Boost efficiency with seamless processing and integrations. Try free for 30 days, then $29/month/user.

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Zeenea Data Discovery Platform logo

Democratize data. Accelerate smarter decision-making.

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The Zeenea Data Discovery Platform (by Actian) democratizes data by empowering data experts and business users to easily discover, trust, and utilize enterprise data. The SOC 2 Type II & ISO/IEC 27001 Standard features two solutions: a Data Catalog and an Enterprise Data Marketplace.

Read more about Zeenea Data Discovery Platform

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DataGalaxy logo
(0)

Unify, Govern & Activate Your Data for AI-Driven Success

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DataGalaxy offers intuitive, collaborative metadata management to support governance, discovery, compliance, and AI-driven initiatives.

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Stratio Data Fabric logo
(0)

A secure business data layer for business & data teams

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Stratio Data Fabric is a cloud-based platform that helps midsize and large businesses automate data management processes via artificial intelligence (AI) technology.

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SAP BTP logo
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Integrated business management platform for all industries

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SAP BTP is a cloud-based platform that provides a complete solution for all business process management needs. It provides a system for building, managing, and integrating systems across the entire organization. It features an integrated approach to finance, accounting, and supply chain management.

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Experian Aperture Data Studio logo
(0)

Unified data quality and governance.

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Aperture Data Studio helps organisations build and maintain trusted, high-quality data at scale, enabling better decision-making while reducing risk. The data intelligence platform unifies data quality and governance, spanning data, models, and AI-driven use cases.

Read more about Experian Aperture Data Studio

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decube logo
(0)

Data observability platform

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decube is a cloud-based data observability solution that helps data teams understand the health of data in their systems & prevent data quality issues.

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DISQOVER logo
(0)

Life sciences knowledge discovery platform

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DISQOVER is a knowledge discovery platform developed for the life sciences industry. Using knowledge graph and semantic technologies, DISQOVER integrates siloed data to support organizations in accelerating their drug development activities.

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Datactics logo
(0)

Augmented Data Quality from Datactics delivers trust in data

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Augmented Data Quality from Datactics provides trust in data through AI-suggested data quality rules, connectivity

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erwin Data Intelligence logo
(0)

Data catalog, discovery, governance, and quality solution

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erwin Data Intelligence is a data catalog solution that helps enterprises discover, analyze, govern, and share data. Key features include data mapping, reporting, metadata harvesting, and glossary management.

Read more about erwin Data Intelligence

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