# Tonic.ai Reviews **Vendor:** Tonic.ai **Category:** [Data Masking Software](https://www.g2.com/categories/data-masking) **Average Rating:** 4.2/5.0 **Total Reviews:** 38 ## About Tonic.ai Tonic.ai frees developers to build with safe, high-fidelity synthetic data to accelerate software and AI innovation while protecting data privacy. Through industry-leading solutions for data synthesis, de-identification, and subsetting, our products enable on-demand access to realistic structured, semi-structured, and unstructured data for software development, testing, and AI model training. The product suite includes: - Tonic Fabricate for AI-powered synthetic data from scratch - Tonic Structural for modern test data management - Tonic Textual for unstructured data redaction and synthesis. Unblock innovation, eliminate collisions in testing, accelerate your engineering velocity, and ship better products, all while safeguarding data privacy. Founded in 2018, with offices in San Francisco, Atlanta, New York, and London, the company is pioneering enterprise tools for data synthesis and de-identification in pursuit of its mission to unblock innovation with usable data. Thousands of developers use data generated with the Tonic.ai platform on a daily basis to build products and train models faster in industries as wide ranging as healthcare, financial services, insurance, logistics, edtech, and e-commerce. Working with customers like Comcast, eBay, UnitedHealthcare, and Fidelity Investments, Tonic.ai builds developer solutions to advance its goals of advocating for the privacy of individuals while enabling companies to do their best work. Be free to build with high-fidelity synthetic data for software and AI development. ## Tonic.ai Reviews ### 1. Reliable anonymisation of unstructured text without losing context **Rating:** 4.5/5.0 stars **Reviewed by:** Ankit S. | Associate Product Manager, Enterprise (> 1000 emp.) **Reviewed Date:** November 29, 2025 **What do you like best about Tonic.ai?** What I like best about Tonic.ai is one of its products, Tonic Textual, and how effectively it identifies and anonymizes entities without breaking context. This is critical when working with large volumes of unstructured text. The controls are intuitive, the output is consistent, and the overall experience feels reliable rather than experimental. From a practical standpoint, it helps teams move forward with confidence on privacy without compromising the value of the data. That balance is what stands out most. **What do you dislike about Tonic.ai?** At times, the tool can lean toward over-masking, but that is generally acceptable from a privacy standpoint. From our perspective, over-masking is far preferable to under-masking, especially when handling sensitive text. Overall, this feels like a reasonable trade-off in favor of safety rather than a significant drawback. **What problems is Tonic.ai solving and how is that benefiting you?** Tonic.ai helps us protect sensitive information by masking entities within content before it is shared. This ensures our clients do not see identifying details about experts while still allowing the content to remain understandable and useful. The main benefit for us is confidence. We can safely share content at scale, reduce privacy risk, and maintain trust, without stripping away the context that clients need. ### 2. Easy to Use with Great Support, But NER Model Needs Improvement **Rating:** 3.0/5.0 stars **Reviewed by:** Verified User in Computer & Network Security | Mid-Market (51-1000 emp.) **Reviewed Date:** January 10, 2026 **What do you like best about Tonic.ai?** We used Tonic Textual AI for data anonymization and were impressed by how easy it was to use. Their technical team was very helpful and responded to any issues we had promptly. **What do you dislike about Tonic.ai?** Their NER model could use further development, particularly when it comes to linking identical synthesized values. Additionally, the user interface should support a wider range of file types, such as CSVs, to enhance processing capabilities. **What problems is Tonic.ai solving and how is that benefiting you?** This is a data company that works with large datasets, which must be anonymized for use in AI training. Their focus is on handling significant amounts of data while ensuring privacy through anonymization. ### 3. Exceptional Test Data Generation for Safe, Realistic Debugging **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.) **Reviewed Date:** November 04, 2025 **What do you like best about Tonic.ai?** This tool excels at generating realistic and safe test data that closely resembles our actual production database. It has been incredibly helpful for debugging and testing, allowing us to work without ever putting sensitive customer PII at risk. **What do you dislike about Tonic.ai?** Setting up and configuring the system can be quite complicated, particularly when dealing with our more complex database schemas. Additionally, the cost is rather steep, making it difficult for smaller teams to find it justifiable. **What problems is Tonic.ai solving and how is that benefiting you?** Tonic.ai addresses a fundamental challenge for developers: the need for realistic data to test code, without resorting to actual customer production data due to significant security and privacy concerns. Creating "dummy" data by hand is not an effective alternative, as it is both time-consuming and unlikely to uncover real-world issues. For me, the advantage is substantial—Tonic provides a secure, anonymized dataset that closely mirrors our production data. ### 4. Useful for sanitizing production data for engineers. **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** July 22, 2024 **What do you like best about Tonic.ai?** Tonic takes the guesswork out of providing data for engineers to use during debugging etc. We wrote a simple automation that runs Tonic every day, and as a result our developers have up-to-date info to work with that is largely set-and-forget. **What do you dislike about Tonic.ai?** There's no Okta integration, and the ability to configure user permissions is tied to their most-expensive Enterprise tier, but these aren't dealbreakers. **What problems is Tonic.ai solving and how is that benefiting you?** Tonic lets us provide near-production data to our developers, which shortens cycle time for diagnosing technical issues while keeping PII away from developers outside of exceptional circumstances. Tonic's API means we can automate it, so we can invoke a sanitization run from Slack, from a scheduled Lambda, etc. It turns it into a set-and-forget tool that only needs to be touched when the database schema changes. **Official Response from Chiara Colombi:** > [9/17/2024] Thanks for your patience as our team looked into enhancing our security design to address your feedback. I’m happy to share that we’ve expanded our platform’s AssumeRole feature to support different intake/output roles as of v1260 of Tonic Structural. We truly appreciate the time you took to share your thoughts, helping us improve our solutions for all users. If anything else comes to mind, please feel free to add to this review or send us an email at support@tonic.ai. Cheers! [8/8/2024] Thank you for this valuable feedback on the security design of our Cloud solution. We’ve shared it with our product team and are looking into the approach you suggested. We’ll keep this thread updated with any developments on that front. Thank you again for your review, and if you have any follow-up questions or comments, please feel free to contact us at support@tonic.ai, as well! ### 5. Outstanding Customer Service and Product to be Trusted **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer & Network Security | Mid-Market (51-1000 emp.) **Reviewed Date:** July 03, 2024 **What do you like best about Tonic.ai?** Tonic's customer service is outstanding. They always want to ensure we are taken care of, that the product works as expected, and a lot more. The product's design itself is setup to be trusted. When we de-identify data, we need to know in great detail what's going on. Their design is intuitive and customizable to ensure all data we consider to be important is addressed properly. **What do you dislike about Tonic.ai?** The biggest dislike we have is that the product's data de-identification job can't be put on a cron from inside the product itself. We had to make a Lambda in AWS to call the Tonic Structural API to trigger a job. **What problems is Tonic.ai solving and how is that benefiting you?** We needed a way to take real data and de-identify it at scale. Using grep, sed, awk, regex on the command line to de-identify data isn't sustainable and a lot of unacceptable mistakes will be made. Using Tonic Structural solved that problem. ### 6. Fake data tool **Rating:** 0.0/5.0 stars **Reviewed by:** Verified User in Education Management | Enterprise (> 1000 emp.) **Reviewed Date:** October 13, 2022 **What do you like best about Tonic.ai?** 50+ data generators for various data types. **What do you dislike about Tonic.ai?** Toxic company, pretty much can do all of this with modern day LLMs. **What problems is Tonic.ai solving and how is that benefiting you?** We have over 2 petabytes of data and 2,000+ tables/columns, so doing this in-house is impossible. We've integrated Tonic with Gitlab to automatically trigger during a pipeline deployment, so the automation has helped our release velocity to (maybe) triple in frequency. ### 7. Tonic- Awesome tool to create fake data **Rating:** 4.5/5.0 stars **Reviewed by:** Riddhi P. | Research and Development Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** June 03, 2024 **What do you like best about Tonic.ai?** The best part I like about Tonic is that it's very easy to create fake data. If we see in earlier scenarios, it is cumbersome to create test data as we might manually use some combination or need to write a python script to create random data. This testdata might not cover all possible scenarios actually happening in the production environment and we might miss key observations. The data generated by Tonic is very similar to the actual data and therefore covers up all possible scenarios. Also, Tonic's support team is very helpful where in if you face any issues, you can chat with them, They are quick to respond and help you out **What do you dislike about Tonic.ai?** One thing which in my opinion is difficult about Tonic is lack of sufficient documentation and videos on how to use it. As a newcomer, if I am using Tonic for the first time, then I need to do quite a research to understand how to use the tool especially the advanced topics like AI Synthesizer, complex generators A detailed documenation on how to use (considering even the QA community having not known most of the Data Scienc concepts) or even videos would be really helpful **What problems is Tonic.ai solving and how is that benefiting you?** It is helping us in creating fake data easily. Fake data that is very similar to production data **Official Response from Chiara Colombi:** > Hi Riddhi, and thanks so much for this awesome review! We'll pass your kind words onto our support team, in particular. For our documentation and tutorial videos, here are a few links that we hope are helpful in addressing your concerns: Tonic Structural user guide: https://docs.tonic.ai/app - in particular, our documentation on using AI Synthesizer: https://docs.tonic.ai/app/generation/generators/generator-types/ai-synthesizer - and full documentation on using our generators: https://docs.tonic.ai/app/generation/generators Tonic Structural tutorial videos: https://docs.tonic.ai/app/resources/tonic-tutorial-videos Tonic Textual user guide: https://docs.tonic.ai/textual Tonic Textual tutorial video: https://www.youtube.com/watch?v=pCKqz_9IfIk Other Tonic tutorial videos: https://www.youtube.com/watch?v=j1eVJgWoRyU&list=PLahjS-TeeUbVb1FSTb4_G7PiJlutiSDxv Thank you again for your review, and please reach out at any time if there's anything else that we can help you with (support@tonic.ai)! ### 8. Pax8's Revenue Enablement experience with Tonic.ai **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** February 15, 2024 **What do you like best about Tonic.ai?** Prior to Tonic, nothing in our demo environment was functional. A lack of quality demo data prevented employees and partners from training and onboarding with the full functionality of our platform. We found Tonic to be the only technology that met our needs for realistic demo data generated based on production at database scale. In particular, we appreciate its support for multiple databases, automated schema change detection, and easy-to-use subsetting. Now, with the realistic data we’re getting from Tonic, most of our reps come out of training saying, ‘I’m more comfortable with onboarding calls and demoing the platform, than with discovery calls.’ It’s having a massive impact. Data that used to take days or weeks to manually source is now refreshed and provisioned overnight, with generation jobs completed in a matter of hours. For smaller subsets, jobs complete in as little as 30 minutes. The ease of getting this data and the quality and realism of the scenarios it captures transformed our broken demo environment into a platform driving success across the company. 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. **What do you dislike about Tonic.ai?** The team can be a little salesy/pushy at times **What problems is Tonic.ai solving and how is that benefiting you?** Providing a sandbox environment for our sales reps to explore and practice with. ### 9. Get Tonic Cloud for your team if compliance and data privacy are important **Rating:** 5.0/5.0 stars **Reviewed by:** Jordan S. | VP of Engineering, Mid-Market (51-1000 emp.) **Reviewed Date:** November 20, 2023 **What do you like best about Tonic.ai?** Anyone who is faced with the challenge of needing to move quickly and to be laser focused on their mission to provide value for their customers, go with the cloud hosted version of Tonic. It’s the best way to support that mission more broadly for your organization and to make sure that you're able to leverage the time and talent of your team in a way that is in support of that goal. **What do you dislike about Tonic.ai?** Some additional automation (like scheduled data generation jobs) would be helpful, but their API made it easy to build this ourselves. **What problems is Tonic.ai solving and how is that benefiting you?** As a company that's dealing with a lot of PII data, there are a lot of complex scenarios that we can't recreate manually. 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. ### 10. Faster Testing, More Releases, Fewer Bugs, and Bigger Deals for Hone, with Tonic **Rating:** 5.0/5.0 stars **Reviewed by:** Jason L. | Small-Business (50 or fewer emp.) **Reviewed Date:** November 27, 2023 **What do you like best about Tonic.ai?** Before Tonic, we needed an effective process in place for data provisioning to our dev and staging environments. Now, it's a straightforward process, taking about five minutes for jobs to run. For local development, our developers pull from a container image that's a de-identified production version and refreshed after every release. For staging, our QA team can refresh data on demand whenever they need an update. It gives our QA team and our engineers confidence in testing features. Before Tonic, we would see critical issues at least once a week that were tied to being unable to test our features accurately under real-world scenarios. We haven't had a critical issue since we fully operationalized Tonic into our software development life cycle. That was ten months ago. The ease of setting up Tonic and managing the service ourselves is great. We knew we could plug this into our infrastructure and set it up way easier than writing our own scripts. In terms of security and compliance, the ease of being able to identify sensitive fields and apply the appropriate generators to those fields so that we aren't missing anything was a big motivator for us. In terms of accelerating our workflows, Tonic drastically reduces the time it takes for a full regression test for all of our core features. Before, it was within two weeks for QA to get the data set up; now, they are ready to go and have tested all of the core features manually within half a day. It's been such a great product to use. It's been huge for us, from getting it set up and the initial configuration to the support that we get to operationalizing. I have yet to find any other platforms that do what Tonic does. **What do you dislike about Tonic.ai?** We maintaine the infrustructure to run Tonic, but they have Tonic cloud now so we'll migrate eventually. **What problems is Tonic.ai solving and how is that benefiting you?** Product quality assurance and compliance. ### 11. Extremely useful tool **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Hospital & Health Care | Mid-Market (51-1000 emp.) **Reviewed Date:** November 17, 2023 **What do you like best about Tonic.ai?** Before implementing Tonic, our QA and development environments looked nothing like production. Their test data platform 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. Their team is extremely responsive. They work closely with their customers and engage with partner vendors to make sure all systems sync. 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. As more teams at my organization became aware of Tonic, more of them wanted access to the data it's generating. It’s been a major step up in terms of what we’re able to do internally, thanks to the time we’re saving in each sprint, and how we’re able to engage with our off-shore development teams. **What do you dislike about Tonic.ai?** Not particularly a dislike, but the on-prem implementation is quite a bit more difficult than a hosted one. That's not really their fault though. **What problems is Tonic.ai solving and how is that benefiting you?** - Sharing sensitive data with off-shore teams - Improving quality of testing data - Ability to scale analytics within organization ### 12. Tonic for GDPR Data Anonymisation **Rating:** 4.0/5.0 stars **Reviewed by:** Saurav M. | Enterprise (> 1000 emp.) **Reviewed Date:** April 09, 2024 **What do you like best about Tonic.ai?** Ease of use Number of features Good Customer Support **What do you dislike about Tonic.ai?** Need more Integration with various Data Catalogs **What problems is Tonic.ai solving and how is that benefiting you?** Fully anonimisation of PII sensitive data to support GDPR compliance. ### 13. Good solution with great support **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** November 28, 2023 **What do you like best about Tonic.ai?** Tonic.ai for us, enables us to test on anonymized data with reference data architecture challenges. I think while the concept is simple, the support is what makes our engagement successful. **What do you dislike about Tonic.ai?** Initial setup, testing, and getting full value took some time. Challenges on both sides but excellent collaboration to identify Tonic's core proposition. **What problems is Tonic.ai solving and how is that benefiting you?** Our developed platform leverages reference data required for testing environments. Anonymizing some data, while manipulating slightly others, and carrying even other records was not something we would be able to easily solve for without a tool like this. We found ourselves caring and feeding more and more datasets and dataset templates which added complexity unnecessarily. Additionally we are required to adhere to data processing requirements for privacy and other regulations which Tonic helps us achieve programmatically. ### 14. Tonic is a great team with a great niche product set that is continually growing and improving. **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.) **Reviewed Date:** February 15, 2024 **What do you like best about Tonic.ai?** Tonic.ai team cares about their customer and wants to see them suceed **What do you dislike about Tonic.ai?** Although it is helpful to hear about their new products, at times it feels like there are a bit too many sales pitches. **What problems is Tonic.ai solving and how is that benefiting you?** Data sanitization allows us to use realistic data for demo and testing purposes. ### 15. Tonic for data subsetting **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Legal Services | Enterprise (> 1000 emp.) **Reviewed Date:** November 27, 2023 **What do you like best about Tonic.ai?** We find Tonic.ai very helpful in producing data subsets for limited access to our data API allowing prospects to evaluate our data without providing them complete access and risking them copying too much data. **What do you dislike about Tonic.ai?** The on going marketing effort to call everything AI ;) Otherwise happy with Tonic. **What problems is Tonic.ai solving and how is that benefiting you?** Producing smaller sample sets for sales prospect access. ### 16. Incredibly helpful **Rating:** 5.0/5.0 stars **Reviewed by:** Sandy J. | Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** November 21, 2022 **What do you like best about Tonic.ai?** We used Tonic.ai to produce safe data for developers at our company to use in our sandbox environment for proofs-of-concept and learning new tech. As one of the primary users of Tonic at our company, I had first-hand experience working with the tool and collaborating with others on installations, upgrades, and troubleshooting any issues we had. Tonic.ai as a product is excellent -- well-developed and reliable -- but the customer support we've received has been outstanding. They've always responded quickly and would get the appropriate subject matter experts on the call to answer any questions we had if they couldn't readily give us information. Overall it's been a great experience and I'd highly recommend the product if you're looking for an easy-to-use solution with a lot of flexibility and support. **What do you dislike about Tonic.ai?** The only issue I had, which is understandable from the underlying technical requirements of the tool, was that it could not support Azure SQL Database. In that case, Microsoft manages the file groups for the database, so replicating a database schema from a complex database wasn't straightforward. After we discovered the issue, we decided to move forward with SQL Server as our destination target instead, which was fine. **What problems is Tonic.ai solving and how is that benefiting you?** We needed a way to quickly provide realistic, production-like data in our sandbox environment, and this process solved that problem. It also has enough flexibility to allow us to automate much of the process in the future so that our developers will have an on-demand solution for mimicking any production database we have in the sandbox. ### 17. Fast and reliable way to sanitize data **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Financial Services | Small-Business (50 or fewer emp.) **Reviewed Date:** November 08, 2023 **What do you like best about Tonic.ai?** Easy of use and the large set of features for various ways to scrub your data. **What do you dislike about Tonic.ai?** The install was a bit challenging but tech support was available to assist. **What problems is Tonic.ai solving and how is that benefiting you?** Tonic helped me create a synthetic dataset for testing data-intensive product features. ### 18. Excellent solution for performing testing **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.) **Reviewed Date:** September 27, 2022 **What do you like best about Tonic.ai?** When testing applications or services or any other activity where some information is required, it is necessary to use data to determine if what has been developed works correctly. The problem with this data lies in obtaining it; real information or data cannot be used unless it is paid for, and inventing this data manually takes a lot of time. Thanks to Tonic, all this is simplified, and it is possible to obtain fake real information, that is, invented information that works as real would, which significantly helps companies to develop and implement their solutions more easily and quickly. **What do you dislike about Tonic.ai?** On their website, the prices for each plan are not specified; instead, you must request a kind of quote, which can be discouraging if you are making comparisons with other solutions. **What problems is Tonic.ai solving and how is that benefiting you?** Being able to obtain this data quickly in order to work with it in a way that ensures the correct testing of the applications that were being developed at the time. ### 19. Tonic review **Rating:** 4.0/5.0 stars **Reviewed by:** Ashin Marin T. | Software Development Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 22, 2022 **What do you like best about Tonic.ai?** It creates a safe data-mimicking environment using AI tools. Basically, it generates safe data for projects in the team. It also contains environments that act like production. Based on the data one can create ML models useful for the organization. **What do you dislike about Tonic.ai?** Not all use cases are covered such as data required for medical purposes are not there. It is expensive. It's a bit tough to get used to the environment and start creating fake data. **What problems is Tonic.ai solving and how is that benefiting you?** We are using Tonic to create fake data for creating the object detection machine learning model for the solar PV project. We struggled a bit to get to start using the enviroment. The results obtained by training using the fake data were productive and great results were obtained. The data was secure, so no stress about security. ### 20. Fake is the need of the hour **Rating:** 5.0/5.0 stars **Reviewed by:** Anmol A. | Consultant, Small-Business (50 or fewer emp.) **Reviewed Date:** October 04, 2022 **What do you like best about Tonic.ai?** I have been working on data science and machine learning projects for quite a long time now and data is the most important thing for such kinds of projects. Getting fake data is the best thing as it saves us from getting into the risk of misuse of actual user data. **What do you dislike about Tonic.ai?** It would be great if pricing would be a little less. However, it still provides great help for various use cases. **What problems is Tonic.ai solving and how is that benefiting you?** We need data to test and train our models to generalize the model even more. Hence, tonic helped in that aspect by helping us generate fake data per our requirements. Using fake data helped in rigorous testing before deployment and thus reduced number of issues in higher environments. ### 21. An ideal tool for sample data generation for testing and monitoring. **Rating:** 4.0/5.0 stars **Reviewed by:** Aquinas C. | Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** December 01, 2022 **What do you like best about Tonic.ai?** The data generated by Tonic.ai is highly relevant and accurate to the functionality of the user story. It helps in testing of different environments and methodologies. **What do you dislike about Tonic.ai?** Overall the tool satisfies the need for fake data generation. They can also have options for generation outliers, which can help detect functionalities problems. **What problems is Tonic.ai solving and how is that benefiting you?** It helps in testing all the user stories in advance by having fake date similar to the expected data in the future and also makes sure our systems are capable of handling such data. ### 22. Awesome data populator **Rating:** 4.5/5.0 stars **Reviewed by:** Mac Jainer F. | Product Designer, Small-Business (50 or fewer emp.) **Reviewed Date:** September 22, 2022 **What do you like best about Tonic.ai?** The easy setup and the clarity in all the steps required make this software a must-have if you are into testing, Its flexibility makes it easy to create most of the use cases. **What do you dislike about Tonic.ai?** Sometimes there are too many ways to do the same, sometimes, it can be confusing, and you have to pay too much attention to the details; it´s not as bad as it sounds, but for someone unfamiliar with it, it could be. **What problems is Tonic.ai solving and how is that benefiting you?** When testing the software, it is beneficial to have pre-loaded data; this makes the problems in content more explicit and helps make the experience more interactive. ### 23. Tonic.ai Review **Rating:** 4.0/5.0 stars **Reviewed by:** Dhaneshkumar S. | Director, Small-Business (50 or fewer emp.) **Reviewed Date:** September 21, 2022 **What do you like best about Tonic.ai?** Automated data is provided by artificial intelligence to help out your testing process! Fast support and affordability. makes working with actual data more reliable due to testing on sets provided. **What do you dislike about Tonic.ai?** some columns cannot be filled and need to be put/or removed from the set. Some time its does only the half job as most of columns are unable to filled with dummy data **What problems is Tonic.ai solving and how is that benefiting you?** Tonic is solving the problem of providing a large sets of data and providing details that can optimize the process of testing ,problem solving,optimization. with the preowned set I am able to make more reliable frotend UI . ### 24. Tonic.ai : Data masking **Rating:** 4.0/5.0 stars **Reviewed by:** keerti m. | Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** October 01, 2022 **What do you like best about Tonic.ai?** Tonic.ai is best tool when you want to generate the fake data in lower env like dev/qa for testing purpose. It is easy to use and generate fake data according to your need. **What do you dislike about Tonic.ai?** I didn't see any drawback yet. Just one thing it is bit expensive to use otherwise I am liking this tool. **What problems is Tonic.ai solving and how is that benefiting you?** We have use tonic.ai tool for generating the fake /masked data in lower env. Because of security purposes we can't expose our client data to lower env. Tonic.ai is solved our problem. ### 25. Solid software that allowed engineering to protect our customer's data **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Financial Services | Small-Business (50 or fewer emp.) **Reviewed Date:** September 29, 2022 **What do you like best about Tonic.ai?** Being able to debug in our staging and integration environments with real "fake" customer data expedited several phases of our development cycle and allowed us to be worry-free when it came to regulators who might question our processes. **What do you dislike about Tonic.ai?** Onboarding and initial orientation was slightly difficult and had a learning curve that took some time. **What problems is Tonic.ai solving and how is that benefiting you?** My company is in a heavily-regulated FinServ industry. We turned to Tonic.ai to conceal our real data and turn it into fake data, so regulators wouldn't have any concerns when it came to our dev environments. Our customer data is secure, so we no longer stress about security. ### 26. Good way to get data for analysis! **Rating:** 4.0/5.0 stars **Reviewed by:** Omkaar S. | Software Administrator, Small-Business (50 or fewer emp.) **Reviewed Date:** September 24, 2022 **What do you like best about Tonic.ai?** I've always struggled with making our testing environments look like production, so this took was very useful for QA testing. **What do you dislike about Tonic.ai?** There is a pretty steep learning curve, but if you know what you're doing, is pretty powerful. **What problems is Tonic.ai solving and how is that benefiting you?** I have been having issues with testing and QA, and then seeing bugs in production. This platform helps me fix that. ### 27. Useful for geospatial applications **Rating:** 3.5/5.0 stars **Reviewed by:** Aaron D. | SE, Small-Business (50 or fewer emp.) **Reviewed Date:** September 28, 2022 **What do you like best about Tonic.ai?** Can generate Latitude and Longitude fields which are required for geospatial processing inputs **What do you dislike about Tonic.ai?** Could use address verification or building footprints for more accurate lat/long positioning - points can be distributed in a non-logical way even though they are random. **What problems is Tonic.ai solving and how is that benefiting you?** Generating sample datasets for geospatial projection/analysis and not revealing actual customer addresses ### 28. A good platform for generating quality data to build your ML models **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.) **Reviewed Date:** September 28, 2022 **What do you like best about Tonic.ai?** The user interface of their dashboard is very fluid, and consistent and has a great UX. **What do you dislike about Tonic.ai?** The data generated by the platform sometime have too much anomaly. **What problems is Tonic.ai solving and how is that benefiting you?** Tonic.ai is solving the problem of mimicking production data for building and testing machine learning models and algorithms. ### 29. Tonic.Ai Software Review **Rating:** 4.0/5.0 stars **Reviewed by:** Rajneesh K. | Senior Engineer-Applications Development, Enterprise (> 1000 emp.) **Reviewed Date:** September 28, 2022 **What do you like best about Tonic.ai?** I like the tonic because it automatically secure datasets that preserve key characteristics of the data & help to secure data privacy. **What do you dislike about Tonic.ai?** Nothing as of now as i recently started. **What problems is Tonic.ai solving and how is that benefiting you?** It is used to help to secure data privacy without modifying key characteristics of the dataset. ### 30. Best Synthetic Data Generator **Rating:** 5.0/5.0 stars **Reviewed by:** Shubham B. | Business Development Representative, Mid-Market (51-1000 emp.) **Reviewed Date:** October 03, 2022 **What do you like best about Tonic.ai?** The way this software mimics data to create safe, realistic data for QA, testing & Analysis. **What do you dislike about Tonic.ai?** I have been following this for a while, I haven't found any for now. **What problems is Tonic.ai solving and how is that benefiting you?** This Privacy Management software proactively protects Data with automatic scanning, and alerts, de-identification ### 31. A reliable dummy data creation tool **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Education Management | Mid-Market (51-1000 emp.) **Reviewed Date:** December 21, 2022 **What do you like best about Tonic.ai?** The accuracy of the dummy data generated by the tool to match production is really good **What do you dislike about Tonic.ai?** Geolocation-based user data can only be diversified but not customized **What problems is Tonic.ai solving and how is that benefiting you?** Tonic.ai provides fake/dummy data for analysis and testing that mimics the production data ### 32. Affordable Solution for Synthetic Data Generation **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.) **Reviewed Date:** November 29, 2022 **What do you like best about Tonic.ai?** - PII masking - Datawarehouse Connectivity/Integration - Schema generation is automatic from the data source - Self hosted option availability **What do you dislike about Tonic.ai?** - Product is improving. - The enterprise version can be pricey **What problems is Tonic.ai solving and how is that benefiting you?** - Test data generation for lower environments with so many data regulations like GDPR and CCPA ### 33. Awesome platform for Data provisioning!! **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** September 27, 2022 **What do you like best about Tonic.ai?** Automated data discovery in the professional mode with fully featured API is what i liked the most. **What do you dislike about Tonic.ai?** UI looks a little tacky! It can be improved further. I don't see any other major cons in this product. **What problems is Tonic.ai solving and how is that benefiting you?** The data generation is sized to my exact needs. The onboarding live chat & email support with SLA was extremely helpful in using the product to its full potential. ### 34. datamasking experience **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Financial Services | Enterprise (> 1000 emp.) **Reviewed Date:** October 23, 2022 **What do you like best about Tonic.ai?** The UI is very simple & easy to use, also the overall support from the team is very nice. **What do you dislike about Tonic.ai?** The overall performance can be improved further on a large dataset. **What problems is Tonic.ai solving and how is that benefiting you?** We were looking for a solution to mask our database, Tonic is helping us resolve it. ### 35. Good product but low transparency over pricing **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** September 20, 2022 **What do you like best about Tonic.ai?** It easy to get real fake data to do our work on it. Sometimes it's difficult to get actual data to work with and this solves it. **What do you dislike about Tonic.ai?** The pricing information does not allow to quickly assess the offer. It can be dissuasive when you're benchmarking solutions. **What problems is Tonic.ai solving and how is that benefiting you?** Getting relevant data to work with ### 36. Impressive tool for test environments **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Consumer Goods | Small-Business (50 or fewer emp.) **Reviewed Date:** September 27, 2022 **What do you like best about Tonic.ai?** It is a simple way to mimic production when looking to work in your test environment **What do you dislike about Tonic.ai?** I would like it to be slightly more user-friendly for those of us less versed in pre-production environments **What problems is Tonic.ai solving and how is that benefiting you?** It allows our smaller company to test realistically without risk ### 37. Effective Influx of Data **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** October 07, 2022 **What do you like best about Tonic.ai?** Useful tool, easy to understand, great user experience **What do you dislike about Tonic.ai?** n/a need to use the product more to find flaws **What problems is Tonic.ai solving and how is that benefiting you?** simulating large influx of realistic fake data to help in production or staging environments ### 38. Good tool for me and the team **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer & Network Security | Mid-Market (51-1000 emp.) **Reviewed Date:** September 28, 2022 **What do you like best about Tonic.ai?** It gives freedom to generate synthetic data for better testing and stagings. **What do you dislike about Tonic.ai?** Compared to other related companies, Tonic still has to work on some functionalities. **What problems is Tonic.ai solving and how is that benefiting you?** It gives me realistic, and safe data for your test environments. - [View Tonic.ai pricing details and edition comparison](https://www.g2.com/products/tonic-ai/reviews?section=pricing&secure%5Bexpires_at%5D=2026-06-02+08%3A52%3A06+-0500&secure%5Bsession_id%5D=be8477e6-c038-427d-afcf-107921d534ba&secure%5Btoken%5D=532b085e254b449073ed544ff621fcc01e7e4fe371a011559d11ae91f229b862&format=llm_user) ## Tonic.ai Integrations - [Agentforce 360 Platform (formerly Salesforce Platform)](https://www.g2.com/products/agentforce-360-platform-formerly-salesforce-platform/reviews) - [Amazon DocumentDB](https://www.g2.com/products/amazon-documentdb/reviews) - [Amazon DynamoDB](https://www.g2.com/products/amazon-web-services-aws-amazon-dynamodb/reviews) - [Amazon EMR](https://www.g2.com/products/amazon-emr/reviews) - [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) - [Docker](https://www.g2.com/products/docker-inc-docker/reviews) - [GitHub](https://www.g2.com/products/github/reviews) - [Google Cloud Storage](https://www.g2.com/products/google-cloud-storage/reviews) - [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) - [Kubernetes](https://www.g2.com/products/american-cloud-kubernetes/reviews) - [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) - [MinIO AIStor](https://www.g2.com/products/minio-aistor/reviews) - [MongoDB](https://www.g2.com/products/mongodb/reviews) - [MySQL](https://www.g2.com/products/mysql/reviews) - [Oracle Database](https://www.g2.com/products/oracle-database/reviews) - [PostgreSQL](https://www.g2.com/products/postgresql/reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) ## Tonic.ai Features **Data Masking** - Sensitive Fields - Static Masking - Consistent Masking - Random Masking **Compliance** - GDPR compliant - CCPA compliant **Data Type** - Structured Data - Image Data - Data Labeling/Annotation **Compliance** - Access Management - At-Risk Analysis - DLP Configuration - Sensitive Data Compliance **Functionality** - Static pseudonymization - Dynamic pseudonymization - Batch de-identification **Synthesis Type** - Full Synthesis - Partial Synthesis **Administration** - Database Management - Deduplication - Backup - API / integrations **Connectivity** - Mobile SDK - Web services APIs **Data Transformation** - Data Utility - Data Quality - Privacy - Data Formats - Scale **Security ** - Multi-Factor Authentication - Data Transport - Data Types - Security Tools ## Top Tonic.ai Alternatives - [Agentforce 360 Platform (formerly Salesforce Platform)](https://www.g2.com/products/agentforce-360-platform-formerly-salesforce-platform/reviews) - 4.5/5.0 (3,779 reviews) - [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews) - 4.4/5.0 (133 reviews) - [K2View](https://www.g2.com/products/k2view/reviews) - 4.6/5.0 (43 reviews)