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  3. Tonic
Logo of Tonic

Tonic

byTonic.ai
in
4.4
Market Presence: Test Data Management, Data Masking (Transitioning to Data Masking and Synthetic Data)

Overview

Product Information on Tonic

Updated 23rd July 2025

What is Tonic?

Tonic.ai frees developers to build with safe, high-fidelity synthetic data to accelerate software and AI innovation while protecting data privacy. Our platform delivers enterprise-grade solutions for generating, de-identifying, and managing realistic data at scale. Generate synthetic data from scratch to drive greenfield product development with Tonic Fabricate. De-identify sensitive production data for secure, effective use in testing and QA with Tonic Structural. Avoid collisions in testing with isolated data environments spun up on-demand through Tonic Ephemeral. Redact and synthesize sensitive entities in unstructured data to safely fuel AI initiatives with Tonic Textual. Unblock innovation, eliminate collisions in testing, accelerate your engineering velocity, and ship better products, all while safeguarding data privacy with Tonic.ai.

Tonic Pricing

Tonic Product Images

Tonic Structural, Privacy Hub
Tonic Structural, Privacy Hub
Tonic Textual
Tonic Textual
Tonic Fabricate
Tonic Fabricate

Overall experience with Tonic

Engineer
500M - 1B USD, Software
FAVORABLE

“Tonic Textual AI Simplifies Data Anonymization But Has NER Linkage Challenges”

4.0
Jan 11, 2026
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. Their NER model could use further development, particularly when it comes to linking identical synthesized values.
ASSOCIATE
1B - 3B USD, Software
CRITICAL

“Tonic.ai: Reducing Uncertainty in Data Development & Testing”

3.0
Nov 27, 2024
overall experience with tonic ai was very good as its main advantage was to maintain the test data's availability, security and synchronization across the environments of the application. Also it helps developers to identify,provision and synthesize the data.

About Company

Company Description

Updated 11th December 2023

Tonic.ai mimics your production data to create safe, realistic, de-identified data for developers, QA, and platform/DevOps teams. Teams get the data they need quickly while achieving compliance and security. We help provision that data through ephemeral environments, output to containers, or send the data via API fitting into your CI/CD pipeline. We work with free-text, semi-structured, and tabular data!

Company Details

Updated 26th February 2025
Company type
Private
Year Founded
2018
Head office location
San Francisco, United States
Number of employees
51 - 200
Website
https://tonic.ai/

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Key Insights

A Snapshot of What Matters - Based on Validated User Reviews

Reviewer Insights for: Tonic
Deciding Factors: Tonic Vs. Market Average
Performance of Tonic Across Market Features

Tonic Likes & Dislikes

Like

Ease of use and support from technical staff.

Like

The one thing i liked most about tonic ai is that it removes uncertainty while providing the developers with the information required for troubleshooting the application.

Like

The thing I like most about this product is that I can create an effective and smooth environment for development. Also, our QA team like the most because usinf this tools they can keep our products bug free.

Dislike

Linkage issues, lack of support for different file types in the UI, and NER model evaluation on free text and images.

Dislike

One thing i disliked about tonic ai is that it uses cross account assistance tool to participate. Another aspect is the security, when connecting to AWS it requires secret key which is a deprecated method.

Dislike

No more dislike about this tool.

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Peer Discussions

Tonic Reviews and Ratings

Showing data for 33 ratings and reviews for Test Data Management market. View all 34 ratings and reviews across markets for a complete picture.

4.4

(33 Ratings)

Rating Distribution

5 Star
48%
4 Star
45%
3 Star
6%
2 Star
0%
1 Star
0%
Why ratings and reviews count differ?

Customer Experience

Evaluation & Contracting

4.4

Integration & Deployment

4.5

Service & Support

4.6

Product Capabilities

4.5

Filter Reviews
Sort By:
Most helpful
Last 12 Months
Star Rating
Reviewer Type
Reviewer's Company Size
Reviewer's Industry
Reviewer's Region
Reviewer's Job Function
  • Engineer
    50M-1B USD
    Software
    Review Source

    Tonic Textual AI Simplifies Data Anonymization But Has NER Linkage Challenges

    4.0
    Jan 10, 2026
    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. Their NER model could use further development, particularly when it comes to linking identical synthesized values.
  • MANAGER OF IT SERVICES
    <50M USD
    IT Services
    Review Source

    Tonic: A Secure Solution for Compliance-Conscious Synthetic Data Creation

    5.0
    Jan 28, 2025
    Tonic is the best tool to help us test documents based on complex data.
  • ASSOCIATE
    1B-10B USD
    Software
    Review Source

    Tonic.ai: Reducing Uncertainty in Data Development & Testing

    3.0
    Nov 27, 2024
    overall experience with tonic ai was very good as its main advantage was to maintain the test data's availability, security and synchronization across the environments of the application. Also it helps developers to identify,provision and synthesize the data.
  • SOFTWARE DEVELOPER
    <50M USD
    Services (non-Government)
    Review Source

    Efficient Large-Scale Data Testing & Management Unveiled

    4.0
    Nov 27, 2024
    Connecting with data from the database is easier as it maps relational data similar to the real data. Required data is obtained without any security threats as it will not share the sensitive data for testing to the developers by masking the testing data.
  • SENIOR UX/UI DESIGNER
    50M-1B USD
    Insurance (except health)
    Review Source

    Enhancing Innovation and Security with Privacy-Preserving Data Solutions

    5.0
    Dec 4, 2024
    i like how it creates realistic datasets that mimic production data without sensitive or personally identifiable information.
Showing Result 1-5 of 33

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Gartner Peer Insights content consists of the opinions of individual end users based on their own experiences, and should not be construed as statements of fact, nor do they represent the views of Gartner or its affiliates. Gartner does not endorse any vendor, product or service depicted in this content nor makes any warranties, expressed or implied, with respect to this content, about its accuracy or completeness, including any warranties of merchantability or fitness for a particular purpose.

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