QuerySurge AI:
Mapping Intelligence
Generative AI solution that bulk automates
the creation of complete test suites from
data mapping documents.
Smarter, faster data validation
powered by next-generation AI
QuerySurge’s AI-powered technology consists of two generative AI modules: Mapping Intelligence and Query Intelligence.
QuerySurge AI: Mapping Intelligence
Mapping Intelligence provides a radical shift in ETL testing, leveraging artificial intelligence to automatically create data validation tests, including transformational tests, based on data mappings.
Test creation is blazing fast, and the tests are written in the data store’s native SQL with little to no human intervention, making this the perfect low-code or no-code solution.
Mapping Intelligence vs. Non-AI Testing ROI
- 68% of data warehouses & lakehouses have more than 250 mappings*
- 20% have more than 1,000 mappings*
- 10% have more than 5,000 mappings*
- An average data mapping requires approximately 1 hour to manually code into an ETL test (2 queries; 1 at source and 1 at target) , assuming moderate complexity
- QuerySurge AI Mapping Intelligence can convert 200 mappings per hour into tests
- 1,000 mappings can be bulk converted to tests in 5 hours vs. a human coding them in 1,000 hours
* Study on LinkedIn data groups conducted by RTTS
See the full study of the return on investment (ROI) of automated data validation & testing with QuerySurge AI here.
How it works
- QuerySurge AI Mapping Intelligence (MI) connects to your Excel Mapping document
- It then extracts all mappings into MI
- MI converts the mappings into Tests (QueryPairs)
- MI injects the tests into QuerySurge as a new Suite
- You’re ready to go!
The Result
AI that accelerates every part of your data testing workflow
Query Intelligence enables analysts, testers, engineers, and business users to quicklyproduce high-quality tests, even without SQL expertise.
With QuerySurge AI Query Intelligence, teams can:
- Reduce the time to build and maintain tests
- Improve coverage across complex pipelines
- Enable less-technical users to contribute to SQL-driven validation
- Scale intelligence across both cloud and on-prem environments
- Strengthen governance through secure and configurable AI deployment
- Validate data faster and with greater accuracy
Two Deployment Paths, One Intelligent Platform
QuerySurge AI Architecture: Cloud vs. Core
Whether you require rapid cloud deployment or an on-premises model for complete control, QuerySurge AI offers two powerful implementation options tailored to your specific needs.
- Cloud: Cloud-based LLM, externally hosted
- Core: On-premises, deployed within your infrastructure
Want to know more details about
QuerySurge AI Cloud and QuerySurge AI Core?
