QuerySurge AI
2 generative AI solutions that simplify and
speed up data validation and testing
QuerySurge AI is a leap forward in how enterprises validate, explore, and trust their data, bringing advanced intelligence to every stage of your data testing lifecycle.
Whether you deploy on-premises or in the cloud, your team can accelerate test creation, improve coverage, and interact with data through an intuitive conversational interface.
QuerySurge AI gives you the flexibility to choose the model, infrastructure, and workflow that best fit your organization.
QuerySurge AI:
Mapping Intelligence & Query Intelligence
Two AI capabilities. Two different workflows. One unified approach to faster, smarter data validation.
QuerySurge AI Mapping Intelligence and QuerySurge AI Query Intelligence serve two distinct but complementary roles in accelerating data validation. Both are built on QuerySurge’s AI foundation, yet each tackles a different challenge in the testing lifecycle.
Mapping Intelligence bulk automates the creation of complete test suites from data mapping documents.
Query Intelligence provides a fast, conversational way to generate individual tests and refine SQL.
Together, they give teams both the speed of interactive SQL generation and the scale of fully automated test development. Below is a comparison of both.
Overview
QuerySurge AI: Mapping Intelligence
An automated test generation engine that reads data mapping documents and produces complete validation tests, including transformation logic. Great for initial bulk creation of tests, it dramatically reduces the time and effort required to build large volumes of tests across complex ETL pipelines. Learn more>>
QuerySurge AI: Query Intelligence
A conversational interface that helps users generate SQL, explore schema metadata, and build tests faster through natural language. It enhances productivity by allowing teams to describe testing intent in plain English while the model writes the SQL. Learn more>>
Purpose and Core Function
Capability |
Mapping Intelligence |
Query Intelligence |
|---|---|---|
Primary goal |
Automatically convert your mapping document into bulk end-to-end data validation tests |
Accelerate single test creation through natural language conversations that produce native SQL for tests |
User interaction |
Fully automated generation (low code or no code) |
Interactive chat |
Focus |
Eliminating manual test writing at scale |
Speeding up manual test writing on a test-by-test basis |
Model behavior |
Interprets mapping rules and outputs native SQL tests |
Generates SQL based on user intent and schema metadata |
Best For…
Mapping Intelligence
- Large data warehouse or data lake projects with 250–1,500+ mappings
- Enterprise ETL teams seeking to automate test creation
- Organizations with heavy transformation logic
- Programs needing scale, speed, and consistency in test generation
Query Intelligence
- Testers, analysts, and engineers who write SQL regularly to create tests
- Teams that want conversational acceleration
- Environments where SQL literacy varies
- Rapid prototyping or refining complex queries
Business Value
Value Area |
Mapping Intelligence |
Query Intelligence |
|---|---|---|
Time savings |
Eliminates nearly all up-front manual test creation |
Speeds up SQL-based test authoring and refinement |
Coverage |
Produces high-coverage test suites across hundreds or thousands of mappings |
Helps teams write more tests faster |
Skill enablement |
Allows any team to generate tests regardless of ETL or SQL expertise |
Allows non-SQL users to contribute |
Accuracy |
Creates highly accurate, transformation-aware tests |
Reduces human error in SQL writing |
Governance |
Automates test creation in a repeatable, auditable manner |
Secure and configurable AI deployment options |
Together, QuerySurge AI delivers a powerful combination: conversational speed for day-to-day test authoring and large-scale automation for enterprise ETL programs.
Want to know more about our AI module:
QuerySurge AI: Mapping Intelligence?
Want to know more about our AI module:
QuerySurge AI: Query Intelligence?
