App development
Accelerate velocity, unblock teams.
Rapidly generate realistic synthetic data—from scratch or modeled after production—to eliminate data dependencies and ship product innovations faster.
Testing & QA
Secure testing, zero regrets.
Transform sensitive production databases into high-fidelity, referentially intact test data to accelerate release cycles and drastically reduce critical defects escaping to production.
AI model training
Unlock sensitive data, safely.
Detect, redact, and synthesize sensitive data in your unstructured datasets to develop and fine-tune LLM and AI models without compromising privacy.
Compliance
Data governance at scale.
Build continuous data privacy compliance into every development and AI workflow to satisfy global regulations while maximizing data utility across the entire organization.
Trusted by engineering teams throughout the world
.svg)
.svg)
.svg)
.svg)
.svg)
.svg)
.svg)
.svg)
.svg)
Data synthesis for every stage of development, testing, and AI model training
Generate synthetic data from scratch
Turbocharge new product development and AI model training with fully relational synthetic databases, realistic unstructured data, and mock APIs generated at scale and on demand.
How to generate synthetic data via agentic AI
Read this guide
Sanitize production data for testing
Accelerate your release cycles and eliminate critical bugs in production by fueling staging and QA environments with high-fidelity test data that mirrors the complexity of production.
Unlock unstructured data for AI
Safely leverage your unstructured data in AI development while preventing data leaks and ensuring regulatory compliance through industry-leading data redaction and synthesis.
Deliver the value of AI-powered synthetic data across your organization
Technology tailored for data privacy compliance across regulated industries
Certified, secure solutions to ensure your company’s compliance.
We're proud recipients of glowing reviews from our customers
“Before implementing Tonic, our QA and development environments looked nothing like production. Tonic removed a major blocker for us by enabling our teams to test at scale with data that mirrors the size, shape, and feel of our production data. And by guaranteeing privacy for HIPAA compliance, Tonic allows us to share that data safely with our off-shore development teams, too.”
Nemo Nemeth
Head of Data Products
“We selected Tonic as our preferred vendor due to its plethora of advanced features, better UX, faster time to value, and lower total cost of ownership than any of the alternatives.”
Donal Mac An Ri
Architecture Team Lead
“Thanks to Tonic Structural, we’re always testing with the latest version of our production schema and masked data. I don’t have to do anything special to make it work.”
Youssuf Elkalay
Executive Engineer
"If I think about what it would cost for us to build something even remotely viable for us to solve our test data problem in the way that Tonic has solved it for us, it's orders of magnitude more than what it costs us to run Tonic Cloud."
Jordan Stone
VP of Engineering
“Tonic has been incredibly user-friendly, providing the features we needed to scale our performance testing. What once took nearly two and a half hours to generate the test data we need, now takes just 35 to 45 minutes, end-to-end.”
Debarati Mukhopadhyay
Principal Performance Engineer
“Our security team loves it because it solves a complex problem crucial to reducing risk for our company. Infrastructure loves it because it’s on-prem and easily deployed in a container. And our engineers love it because it’s easy to use and integrates seamlessly into our software development lifecycle without asking them to do any extra work. That’s a huge win for us, equipping us with the real security we need to meet compliance obligations and safeguard our customer's privacy.”
Kevin Paige
Chief Information Security Officer
“Without a solution for secure, realistic test data, many of our new AI features simply wouldn't have been possible. With Tonic Textual, we can now confidently build and test these features without exposing PII, all while maintaining the rigorous privacy standards we hold ourselves accountable to as a healthcare company serving millions of families.”
Kevin Roche
Co-founder and CTO of Wellthy
"The faster lead time that we have with QA, the more things we can test in a day, the faster we can release and at higher quality than before."
Felipe Talavera
Engineering Fellow
"We are very much a ‘Let’s deploy as quickly as possible’ company. Accessing data took so long that developers didn’t want to do it. Tonic changed that out of the gate. We used to have to load tables overnight sometimes. Now Tonic can kick off a database that anyone can pull down in an hour or less."
Stephen Wooten
Co-Founder & Director of Engineering
“Tonic has an intuitive, powerful platform for generating realistic, safe data for development and testing. Tonic has helped eBay streamline the very challenging problem of representing the complexities contained within Petabytes of data distributed across many environments.”
Senthil Padmanabhan
VP of Engineering
“Before we had Tonic and the availability of production-quality data for our engineers and QA, we would see critical issues at least once a week that were tied to not being able to accurately test our features under real-world scenarios. Now, we haven't had a critical issue since we fully operationalized Tonic into our software development life cycle. That was nine months ago."
Jason Lock
Senior Software Engineer and Tech Lead
"With Tonic, you get all the benefits of a smart, hungry startup—being super flexible, working hand-in-hand, iterating quickly to deploy new features—without any of the drawbacks some people fear. They have a superstar engineering team, willing to engage on every level with a white-glove approach. I can’t say enough good things about them."
Nemo Nemeth
Head of Data Products
“You can’t tell that our demo environment runs on Tonic data. It is so close to a mirrored experience for what our partners deal with, and that helps us empower them and guide them better. End of story.”
Matty Woznick
Enablement Programs Manager
“Tonic Textual unblocked all of our AI initiatives. We’ve been able to build the infrastructure that will power them all, abstracting the Textual SDK and creating a wrapper that integrates well with our systems. So now we have a button that we can press to activate data privacy, allowing us to move forward with AI. It is quite transformative.”
[NAME_GIVEN] [NAME_FAMILY]
[OCCUPATION]
“With Tonic, we’ve shortened our build process from 60 minutes down to 20. Their subsetting and de-identification tools are a critical part of Everlywell’s development cycle, making it easy for us to get data down to a useful size and giving me confidence it’s protected throughout.”
Sebastian Kowalczyk
Senior DevOps Engineer
Data synthesis guides
Explore the world of data synthesis and discover how it plays a crucial role in safeguarding sensitive information while maintaining data utility in software and AI development.
Tonic Fabricate how-tos
Using real-world data for synthetic data generation with the Fabricate Data Agent
.avif)
Tonic Fabricate how-tos
Uploading and referencing production data in a rule-based dataset, with Tonic Fabricate
.avif)
.avif)
AI model training
Synthesizing healthcare data for AI model training, with HIPAA Expert Determination
.avif)
.avif)
AI model training
What is retrieval augmented generation? The benefits of implementing RAG in using LLMs
Tonic Textual how-tos
Using custom models in Tonic Textual to redact sensitive values in free-text files
Build better and faster with high-fidelity synthetic data today.
Unblock data access, turbocharge development, and respect data privacy as a human right.
