
Automated data quality anomaly detection no rules to configure
Duplicate detection, completeness analysis, and reasonability checks
Cloud-native deployment, up and running in hours
Self-service remediation with validated corrections
Bad data is expensive. Inaccurate records lead to poor business decisions. Duplicate entries waste resources and confuse customers. Incomplete data sets produce unreliable analytics and AI outputs. And the longer quality issues go undetected, the more they compound corrupting downstream systems, eroding stakeholder trust, and creating compliance risk.
Data Sentinel’s Data Quality Monitoring & Accuracy Control solution takes a fundamentally different approach to data quality. Instead of requiring you to manually define quality rules before you can start a process that is time-consuming, incomplete, and fragile. Data Sentinel automatically discovers quality anomalies in your data using AI-powered analysis. No configuration required. Up and running in hours.
The platform identifies duplicate records, multiplicity issues, data completeness gaps, reasonability failures, and hidden data rules that even human analysts miss. When issues are found, Data Sentinel provides detailed remediation reports so you can fix problems on the fly and validate corrections immediately.
Data Sentinel Quality (DSQ) automatically identifies critical data quality anomalies in your data. No Configuration. No need for manual rules. Up and running with hours and allowing for swift action and remediation.
DSQ identifies critical data elements in your data source and looks for the structure of disparate data elements that should convert into a common data format.




Automatic Anomaly Detection
Data Sentinel Quality (DSQ) automatically identifies critical data quality anomalies without manual rules or configuration. The AI-powered engine learns the structure and patterns of your data and flags deviations that indicate quality problems.
Reasonability Checks
Verify that data values make logical sense in relation to one another. Data Sentinel’s reasonability analysis identifies illogical combinations and inconsistencies that indicate data entry errors, system bugs, or data corruption.
Duplicate & Multiplicity Detection
Identify exact duplicates and fuzzy duplicates that other tools miss. Data Sentinel also detects multiplicity the duplication of one data point with respect to another variable a complex form of duplication that is extremely difficult to find manually.
Hidden Rule Extraction
Data Sentinel’s proprietary technology identifies hidden rules within your data that you may not know exist. Most data sets contain more rules and patterns than expected understanding them is key to maintaining data integrity over time.
Completeness & Gap Analysis
Ensure that critical data elements are complete and populated. Data Sentinel identifies gaps, missing values, and incomplete records in your most important data fields, enabling you to fix errors before they impact analytics and decision-making.
Data Sentinel Quality can be deployed on the cloud or on-premises with the same rapid speed. You can be up and running in hours with little to no configuration required. You can start auditing your data for accuracy, completeness, reliability and relevance the all within hours of activation.Rapid Deployment & Self-Service Remediation
Data Sentinel Quality can be deployed on any containerized platform in hours with no complex configuration. Run quality audits, review detailed reports, fix issues on the fly, and validate corrections in a simple, fast, and reliable workflow.
In a world increasingly driven by data analytics and AI, the quality of your data directly determines the quality of your outcomes. Poor data quality does not just create inefficiency it creates risk: regulatory risk from inaccurate reporting, financial risk from flawed analysis, and operational risk from unreliable automation.
Data Sentinel’s approach to data quality is fast, accurate, and low-friction. Whether you are preparing data for a cloud migration, feeding an AI model, or ensuring the accuracy of your analytics, Data Sentinel gives you the confidence that your data is fit for purpose.
Protect, Comply, Govern, and Grow with Trusted Data
Data Sentinel is a data trust and compliance platform that helps businesses continuously manage their data privacy compliance, governance, and quality in real time. Data Sentinel’s proprietary deep learning discovery technology illuminates the true nature of an organization’s data across all sources and systems, monitoring, measuring, and remediating the data to ensure compliance with company policies and evolving data management privacy regulations.