GenAI-Driven Test Data Generation & Management

Overview

Test data management was a critical bottleneck, with teams spending 30-40% of testing time creating and maintaining test data. Compliance requirements...

Challenge

Test data management was a critical bottleneck, with teams spending 30-40% of testing time creating and maintaining test data. Compliance requirements (HIPAA) made it difficult to use production-like data. Synthetic data generation was manual and didn't cover edge cases effectively, leading to incomplete test coverage.

Solution

Implemented GenAI-powered test data generation platform that creates realistic, compliant synthetic test data automatically. The system generates diverse test scenarios including edge cases, boundary conditions, and complex data relationships. Integrated with existing test frameworks to provide on-demand test data with built-in privacy and compliance controls.

Results

• 90% reduction in test data preparation time
• Generation of 10,000+ unique test scenarios automatically
• 100% HIPAA compliance in synthetic data generation
• Coverage of 95% edge cases that were previously missed
• 50% improvement in test coverage through comprehensive data scenarios
• Elimination of test data-related blocking issues

Technologies & Platforms