QuerySurge AI Cloud & Core

Two Models. One Powerful Platform.

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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
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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.

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Ready to find your fit?

Contact us today to learn which implementation model is right for you.