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PrivateGPT

PrivateGPT AI Agent
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Overview

Private AI's privacy layer for ChatGPT: redacts PII from prompts before sending to OpenAI and re-identifies it in responses.

PrivateGPT by Private AI is a commercial privacy layer for ChatGPT and other LLMs. It detects and redacts 50+ types of personally identifiable information from user prompts before they are sent to third-party models, then re-identifies the data in responses for a seamless experience. Available as a chatbot interface or headless API for developers. Note: this is distinct from the open-source "PrivateGPT" project at github.com/zylon-ai/private-gpt.

AI Agent Store research

What the evidence says about PrivateGPT

The current link resolves to Limina, a privacy and de-identification product for PII, PHI, and PCI. This source does not verify the older standalone PrivateGPT chatbot positioning.

Last reviewed July 30, 2026

Verified capabilities

  • Workflow infrastructure

    The former PrivateGPT URL now resolves to Limina, which identifies, redacts, and replaces sensitive data across text workflows.[1]

Where it fits best

  • De-identifying sensitive information before data enters downstream AI or analytics workflows.[1]
Important considerations
  • The linked identity and product scope have changed; historical PrivateGPT chatbot claims require a separate source.[1]
Sources and research method (1)

We record only claims tied to public sources checked by our team or listing workflow. Counts above are derived directly from this profile, not a subjective rating.

  1. Limina | Identify, Redact & Replace PIIOfficial site · checked 2026-07-30

Autonomy level

89%

Reasoning: PrivateGPT demonstrates high autonomy due to its ability to operate locally on enterprise servers with no external data transmission, ensuring full data control. It integrates with existing authentication systems (Kerberos, SAML, OIDC) and supports offline document processing via embedded models like LlamaCPP. However, its autonomy is partially dep...

Comparisons


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Some of the use cases of PrivateGPT:

  • Using ChatGPT-style assistants without exposing PII to third-party models.
  • Redacting sensitive data in prompts via API or chatbot interface.
  • Adding a privacy layer to LLM workflows in regulated industries.

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Popularity level: 82%

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