Bad test data is the silent sprint killer

Critical defects that slip into production. Blown up budgets. Destroyed timelines. The culprit? Test data management that just isn’t cutting it–but it doesn’t have to be this way.

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Test real fake data during a live demo.

Bad test data is sabotaging your development team, over and over again

No matter how you slice it, the current way to manage test data is destroying momentum with each cycle.

Up to 80% of QA effort is spent on data-related tasks

Inconsistent test data leads to repeated test failures

Undiscovered bugs increases the cost to fix issues by 5–10x

Better test data changes everything

When your test data mirrors the complexity of real-world scenarios, you catch critical issues before they become expensive mistakes.

Stop wasting time on bad data—move forward with diverse, reliable test datasets.

Break through delays with data that’s always compliant and ready when you need it.

Solve problems before they reach production and deliver confidently every sprint.

Mock data fails when it matters most. Test Data Management powers flawless sprints.

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	Software Development with test data management	Software Development with mock data
Scale	Automatically generates diverse datasets for all edge cases	Manually created small sets, hard to scale and capture realistic variability
Compliance	Built-in masking, anonymization, & privacy regulation (GDPR, HIPAA, etc.) compliance	Risk of exposing sensitive data if real info slips through
Speed	Reduces time spent manually seeding data and waiting for approvals	Updating dummy data for new features or scenarios is slow
Bias	Reflects real distribution and reduces bias in test coverage	Can introduce artificial biases or miss real-world patterns
Realistic	Improves debugging by uncovering hidden issues early	Often fails to replicate important data relationships or edge cases

Tonic.ai fixes test data so your team can focus on shipping

Your team is stuck in a broken cycle: bad test data leads to failed tests, delayed sprints, and higher costs. Tonic.ai breaks the cycle with realistic, compliant datasets that scale effortlessly. Catch critical issues before they hit production, eliminate delays, and keep your team focused on building great software.

Mock data can’t compete with Tonic.ai

Tonic Fabricate

AI-powered synthetic data from scratch and mock APIs

Tonic Structural

Modern test data management with high-fidelity data de-identification

Tonic Textual

Unstructured data redaction and synthesis for AI model training

Tonic integrates with every leading database

Tonic Structural supports leading databases, like MySQL, PostgreSQL, SQL Server, and Oracle, offering seamless synthetic data generation and management for all your development and testing needs.