Data quality tools and solutions

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

Read the data quality guide
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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.

Explore watsonx.data
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

Control risk with a responsible approach to scaling AI so you can do the right AI and do AI right.

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Unlock insights faster with data analytics solutions tailored to your business goals and data sets.

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Establish responsible generative AI practices with governance models that ensure compliance and trust.

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Safeguard critical data assets with enterprise-grade security services and proactive risk management.

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Resources

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How C-suites are turning data into results
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Discover strategies to manage your data
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AI agents run on data. Is yours ready?
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Could your metadata drive automation?
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Get your data out of the dark
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Cogniware now processes data 60% faster
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How to automate data quality at scale
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Turn your data strategy into AI success

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.

 Start your free trial Explore our demo library