Where Tonic.ai wins
Supports structured and unstructured datasets — providing a single, consistent solution for data de-identification
Only supports unstructured data; forcing reliance on multiple platforms or tools for teams leveraging both data types
Superior model performance and self-service detection tuning through custom entities and configuration tools to ensure optimal results for unique requirements
Lacks built-in tools for customer-defined entities, limiting performance optimization to out-of-the-box defaults
An intuitive UI in combination with developer-grade access (REST API + Python SDK) unlocks access across different skill sets
Lacks dedicated UI and collaborative workflows; siloing teams and minimizing cross-functional access
Out-of-the-box support for SSO with Role-based Access Controls (RBAC) for secure workflows and tailored access based upon team requirements
Limited provisioning and security integrations resulting in blindspots and potential vulnerabilities
Seamlessly convert de-identified artifacts into developer-friendly JSON code for high-volume implementation into downstream workflows
Requires additional processing to integrate into downstream workflows, burning time and developer resources
Purpose-built to support a streamlined expert determination process with a trusted partnership for quick compliance certification
No partnerships with external providers for expert determination or re-identification risk assessments
Tonic.ai features that outperform PrivateAI
Tonic.ai features that outperform PrivateAI
Structured data support with a unified platform including Tonic Textual and Structural.
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UI for non-technical teams that allows for sharing, collaboration, and no-code approachability.
Role-Based Access Controls to ensure a bespoke level of access across your organization.
SSO integrations available out-of-the-box to satisfy security requirements.
Easy integration into developer workflows with JSON outputs.
Streamlined expert determination through trusted partnership.
De-identification of audio files across multiple formats.
Facial recognition and de-identification.
Last updated August 2025. Comparison based on Private AI's full suite of services.
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“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.”
Secure your sensitive free-text data with Tonic Textual
