QuerySurge AI Cloud & Core
Two Models. One Powerful Platform.

QuerySurge AI: Flexible Implementation for Modern Data Validation
QuerySurge AI is a generative AI engine built to automate and accelerate the creation of data validation and ETL test scripts.
In traditional data testing projects, developing a single test can take up to an hour and requires deep SQL expertise. QuerySurge AI eliminates that bottleneck by automatically converting data mappings into native SQL queries, dramatically reducing development time and reliance on specialized skills.
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 vs. Core: Side-by-Side Comparison
QuerySurge AI Cloud |
Feature |
QuerySurge AI Core |
---|---|---|
Cloud-based, externally hosted |
Deployment Type | On-premises, deployed within your infrastructure |
No hardware required |
Infrastructure Requirements | Requires local server installation |
Data processed externally (in a secure hosted environment) |
Data Location | All data remains within your environment |
Managed by QuerySurge, minimal setup |
Security & Control | Full control over data, configuration, and security policies |
Optimized for cloud computing |
Performance Requirements | Runs on GPUs or CPUs |
Fast, minimal setup |
Implementation Time | Varies depending on infrastructure readiness |
Organizations seeking fast, low-maintenance deployment |
Best For | Organizations with strict data residency or compliance needs |
QuerySurge AI: Performance of Cloud & Core
Explore the performance benchmarks below to see how QuerySurge AI performs across various CPU and GPU environments. These models are CPU/GPU-intensive, with minimal reliance on system memory (RAM).
Category |
QuerySurge AI Cloud |
QuerySurge AI Core |
QuerySurge AI Core |
---|---|---|---|
Specifications | |||
Type | Cloud | Core CPU Execution | Core GPU Execution |
Processor | Cloud API | i7 12th Gen 3600 MHz | NVIDIA GeForce GTX 1660 Ti |
Memory | Cloud | 16 GB RAM | 6 GB VRAM |
Execution Times | |||
Per 100 Mappings | 5 min 42 sec | 19 min 28 sec | 6 min 28 sec |
Per Mapping | 3.42 sec | 11.68 sec | 3.88 sec |
See the ROI Difference with QuerySurge AI
Our ROI analysis highlights the dramatic time and cost savings achieved by using the QuerySurge AI module compared to a traditional in-house testing approach.
These results focus solely on savings from time and resource efficiency, excluding additional benefits such as headcount reallocation or the costly impact of undetected data issues.
To view the full ROI calculation, click the button below.
Why QuerySurge AI?
- Accelerate ETL testing with AI-powered suggestions
- Increase testing coverage and accuracy
- Scale validation processes to match your data growth
- Deploy in the environment that works best for your organization

Discover QuerySurge AI
QuerySurge AI automates the creation of data validation test — directly in native SQL — minimizing manual effort and speeding up your testing process. From source-to-target checks to complex transformations, it’s faster, smarter, and built for your data pipeline.
Ready to find your fit?
Contact us today to learn which implementation model is right for you.