Data quality tools and solutions

Deliver AI-ready, quality data with automated profiling, cleansing and monitoring

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Make your data AI-ready today

AI-powered agents and machine learning (ML)-driven checks help keep your data clean, compliant and connected.

There’s a big difference between any data and quality data. Enterprise-scale AI adoption needs quality data solutions that can keep up. IBM’s data quality solutions optimize accuracy, completeness, consistency, validation and uniqueness. Our advanced data quality software tools cut down manual work with automated profiling, anomaly detection and remediation software.

Solve your toughest data quality challenges

Say goodbye to fragmented data

Unify checks across hybrid and multicloud environments with tools that learn patterns and apply data rules.

Quit building rules manually

Stop writing rules by hand. IBM uses ML to suggest data quality checks, detect data anomalies and identify data drift.

Improve data visibility and lineage

See the full picture. Agents trace issues to their source and show what’s impacted—so fixes happen fast.

 

Address data compliance

Stay audit-ready. Policy-aware agents align checks to business and regulatory standards automatically.

Relevant products

IBM combines AI agents, ML-driven anomaly detection and active metadata to automate profiling, rule creation and monitoring. By connecting quality with lineage and governance, IBM delivers trusted, AI-ready data across all systems.

IBM® watsonx.data®

An open, hybrid data lakehouse that unifies access to structured and unstructured data, built for performance and AI readiness.

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IBM watsonx.data intelligence

Automate profiling, anomaly detection and rule generation with AI-powered metadata management software linked to governance and lineage.

Explore watsonx.data intelligence
IBM watsonx.data integration

Simplify data delivery with pipelines for batch, streaming and CDC, designed for hybrid environments.

Explore watsonx.data integration
IBM Master Data Management

Create a single source of truth by eliminating duplicates and resolving inconsistencies to maintain accuracy for critical business entities.

Explore Master Data Management

Relevant services

IBM Consulting® services for data and AI

Get AI value faster with expert services for your data quality platform strategy. Automate profiling, strengthen governance and integrate compliance across hybrid environments with AI-ready data quality solutions. Our consultants work with you to deploy data quality tools, optimize workflows and design a framework that fits your business.

Explore IBM Data and AI consulting services
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Take the next step

Explore IBM data quality solutions to deliver trusted, AI-ready data. Compare deployment options, assess TCO and try our data quality tools for free to automate profiling and monitoring at scale.

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