De-identify sensitive free-text data during chatbot interactions in real time to safeguard data from LLM consumption.










Automatically detect and de-identify dozens of sensitive entity types in free-text data to keep private information out of your chatbot interactions.
Safely leverage user inputs by detecting and removing Personally Identifiable Information (PII) or Protected Health Information (PHI) in real time.
With reversible tokens, the chatbot can display the original text to users while ensuring the LLM processes only the redacted data.
Replace sensitive data with reversible tokens to maintain consistency between chatbot prompts and the underlying RAG system for optimal RAG retrieval.
Automatically identify dozens of sensitive entity types in free-text data with Textual’s proprietary, best-in-class multilingual machine learning models for NER.

AI-powered synthetic data from scratch and mock APIs

Modern test data management with high-fidelity data de-identification

Unstructured data redaction and synthesis for AI model training
An LLM privacy proxy from Tonic.ai sits between users, applications, and large language models to prevent sensitive data from being exposed to LLMs. Tonic.ai thus enables safe LLM usage by transforming, filtering, or replacing sensitive inputs before they reach external or internal models.
Some LLMs can inadvertently process or retain sensitive information included in prompts. An LLM privacy proxy reduces the risk of data leakage, regulatory violations, and accidental exposure when teams use AI across engineering, support, and analytics workflows.
The proxy can safeguard structured records, free text inputs, and contextual metadata that may contain PII, financial details, or proprietary business information.
Rather than simply blocking data, Tonic.ai replaces sensitive values with realistic synthetic substitutes that maintain context and intent so LLM responses remain accurate and useful while sensitive details are safely removed.
AI platform teams, security leaders, and regulated enterprises use Tonic.ai to safely operationalize LLMs while maintaining strong governance and privacy controls.
