Total Products under this Category: 97
Last updated: November 01, 2026
Why You Can Trust G2's Software Rankings:
G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.
Highlighted products: Atlan, Alation, AWS Glue, erwin Data Modeler, Google Cloud Data Catalog, Cloudera, Appen, and BMC AMI Data.
Underlying data: [Grid® JSON](https://www.g2.com/categories/machine-learning-data-catalog/grids.json?focus%5B%5D=atlan&focus%5B%5D=alation&focus%5B%5D=aws-glue&focus%5B%5D=quest-software-erwin-data-modeler&focus%5B%5D=google-cloud-data-catalog&focus%5B%5D=cloudera&focus%5B%5D=appen&focus%5B%5D=bmc-ami-data)
TextQL is a platform that simplifies the data-to-insight process for organizations. The platform indexes BI tools and semantic layers, documents data in dbt, and uses OpenAI and language models to provide self-serve power analytics. With TextQL, non-technical users can easily and quickly work wit ... see more
Traceye is an Enterprise-grade data indexing infrastructure platform to build and deploy subgraphs with best-in-class performance, security and scalability. Experience Faster and Seamless Access to Indexed Blockchain Data with Traceye Subgraphs.
Trust3 AI is a control plane to provide full visibility and security of your agents and everything they touch across the entire agent lifecycle, from build-time to runtime.
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Complex organisations with legacy systems and specialised knowledge suffer from data silos and fragmented information. Untrite Intelligence™ AI platform helps leveraging your existing data to improve internal operations and customer service efficiency by up to 42%. Unlike other large corporations where you need to purchase an out of box full solution, we provide a modular platform with building blocks which you pick as you need. The more modules and areas of your business are connected, the more synergy effects can be achieved. Untrite Intelligence™ empowers your teams to use the data to increase transparency and efficiency of your business workflows; improve first time customer query resolution, optimise service performance, assess and mitigate risks and drive exceptional client experience.
Vectice, an auto-documentation platform, empowers data scientists and model developers to build trust faster in AI models. By continuously cataloging AI assets and knowledge during development, model documentation, compliance, and governance becomes easier. Integrating with your existing tools, Vectice generates comprehensive and consistent documentation effortlessly. This typically results in model-to-production time being cut by 25% or more. Vectice works with global Data Science and AI/ML leaders to boost productivity while improving their ability to control risk and governance. Vectice integrates seamlessly with popular AI/ML tools like Python, R, Snowflake, Databricks, MLflow, and more. For more information, visit www.vectice.com
Dockit Metadata Manager for SharePoint allows you to take control of all aspects of metadata management in your SharePoint. As everyone knows, SharePoint content without proper metadata renders SharePoint to be just a storage repository resulting in very poor user adoption and gross under-utilization of the powerful capabilities of SharePoint. Irrespective of whether you have a well settled, on-going production SharePoint environment or you have just begun to streamline your SharePoint metadata before or after your SharePoint migration, you need to have complete control on how your SharePoint metadata is organized and how it needs to be monitored and managed.
