Bad test data is sabotaging
your product
Bugs slip through when your test data doesn’t reflect reality. If your data is incomplete, unrealistic, or outdated, your QA is failing before it even starts.
Testing with bad data is worse than not testing at all. When your test data doesn’t mirror production, edge cases go unnoticed, releases slow down, and teams scramble to fix critical bugs after launch.
The best teams are eliminating bad data with Test Data Management (TDM)—automated, production-like, and compliant test data that lets you find failures before they happen.
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Bad test data = broken features, slower releases, and more bugs
Features that fail in production
Your test data told you everything was fine. Your users found out it wasn’t.
Wasted developer time
Bugs that should’ve been caught earlier pull engineers off roadmap and kill momentum.
Slow, unreliable releases
QA grinds to a halt when you fail to get the data needed. More delays. More chaos.
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The roadmap collapses
Every quarter deadlines get missed and the roadmap slips.
Test data isn’t a bottleneck—it’s a growth engine
Bad test data slows sprints, hides bugs, and derails releases. But when your test data is as powerful as your production data, your team moves faster, ships with confidence, and builds better products.
Stop treating test data as an afterthought
If test data is broken, your tests are broken—and so is your entire development process. Great engineering teams don’t “workaround” bad data. They fix it at the source.
Automate test data like you automate everything else
You wouldn’t manually configure every CI/CD pipeline—so why are you manually managing test data? TDM automates test data generation, so it’s always production-like, compliant, and ready when you need it.
Use test data to move faster—not slow down
Flaky tests, surprise bugs, and last-minute scrambles? Those aren’t inevitable. With realistic test data, QA cycles are tighter, releases are smoother, and your team ships confidently every time.
Production-quality test data, instantly & at scale
Tonic.ai automates test data generation, so your team can test smarter, move faster, and release with confidence—without compliance headaches.
Catch bugs before they reach production
Generate realistic, diverse datasets that mirror production environments, so your tests catch failures early.
Built-in compliance, no extra work
Automatic PII detection, masking, and synthesis ensure GDPR, HIPAA, and PCI compliance—so you can test freely, without risk.
Keep test data in sync across teams
Seamless integration with databases, tools, and cloud platforms ensures every environment has the right test data, always.
Eliminate manual test data work
Automated subsetting, masking, and synthetic data generation let devs focus on shipping, not wrangling datasets.
Scale Test Data On Demand
