Data Quality Prescience Decision Solutions June 24, 2023

As an Enterprise you are acquiring and generating heaps of data every second. Generation of accurate insights and development AI/ML models often depend directly on the quality of Data. AI systems are only as good as the quality of data they are trained on. Poor data quality can result in unreliable AI models that produce inaccurate, incomplete, or biased results. But you are not alone in facing such a challenge; there are numerous small, medium and large-scale enterprises that are facing this challenge just like you are.

Before we get into the details of how it works, here’s what you can get done with our Data Sentinel in a matter of minutes:

Build trustworthy data
Optimise your costs by eliminating recurring processes
Get a real-time view of your data’s health
See your data insights become much more accurate
Say goodbye to redundant and bad data
Make standardization of data your new best friend
The Data Sentinel by Prescience ensures that your enterprise data is clean and is backed by standardized data governance rules. It ensures this by following a five-step process:
Identification of critical data elements

Source data systems and metadata are identified, which result in identification of data elements

Profiling and reporting

The platform ensures that the data being profiled is complete, valid, accurate, consistent, and conforms to standards laid out by the enterprise

Integration with data pipeline

The Data Sentinel plugs into your ETL/ELT pipelines and enables rules to be exported from them. The platform is also designed to scale automatically, depending on the size of your data sources.

Stewardship and governance

We are firm believers in the benefits of data stewardship and governance, and that’s why, we’ve integrated these principles in the Data Sentinel. You can configure rules that perform actions on critical data elements, access reports based on your data and prep the data for cleansing. All this takes place through a rule-based approval process.


This is where everything culminates. You can cleanse your data based on a set of rules that can identify inconsistencies in data, and perform actions based on machine learning algorithms. If it’s patterns that you are looking for, you can introduce them as identifiers as well.

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The Data Sentinel by Prescience is designed to be a self-service platform that brings the power of machine learning to your data strategy right at the beginning of the journey that your data sets out on.

Schedule a demo of the platform with us to see it all in action. You’ll be surprised at how we have made such a complex process, so simple. And did we tell you that everything in the platform is configurable to your business and data needs?

A community of curious and imaginative individuals whose purpose is to deliver simplified, contextual insights and recommendations that are fundamental to the success of every Data Science project. Our approach to problem solving is most effective when done by a cohesive group that has a diversity of perspectives and experiences. We embrace difference in a vibrant and youthful atmosphere, celebrate our successes as a team and smile —a lot!
Please feel free to get in touch with us

ClayWorks Create, MO No. 5, 11KM, Bannerghatta Road, Omkar Nagar, Arekere, Bengaluru, Karnataka, India 560076


633 E Fernhurst Dr, Unit 1001, Katy TX 77450, USA