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PrivateGPT

PrivateGPT AI Agent
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Overview

PrivateGPT by Private AI is a commercial privacy layer that removes sensitive entities before prompts reach an external model and restores them in responses.

PrivateGPT by Private AI is a commercial privacy layer that removes sensitive entities before prompts reach an external model and restores them in responses.

The documented chatbot and API workflow reduces exposure of identified personal data. It is distinct from similarly named open-source document-chat projects and does not itself guarantee error-free or legally compliant answers.

The vendor now operates as Limina. Confirm current PrivateGPT deployment and support with the vendor; its current main documentation emphasizes the broader de-identification engine.

Commercial access and deployment terms need a quote. Historical demo availability does not establish an unlimited free production service.

The historical product connects a redaction layer to model APIs and can be embedded in an application. Confirm current supported providers and interfaces rather than importing unrelated private-chat integrations.

Evaluate this PrivateGPT for a controlled privacy layer around model requests, after confirming present product support and configuration.

Product overview

Capabilities, pricing and fit

PrivateGPT by Private AI is a commercial privacy layer that removes sensitive entities before prompts reach an external model and restores them in responses.

Information as of July 30, 2026

What it can do

  • Workflow

    The documented chatbot and API workflow reduces exposure of identified personal data. It is distinct from similarly named open-source document-chat projects and does not itself guarantee error-free or legally compliant answers.[1], [2], [3]

  • Human role

    Private AI’s PrivateGPT detects and removes identifying information before forwarding a prompt and restores it in the response. People configure the service, supply prompts and verify privacy handling and answers. This rating covers that bounded processing workflow; it is not a score for the unrelated self-hosted PrivateGPT framework.[1], [2], [3]

Where it fits best

  • Evaluate this PrivateGPT for a controlled privacy layer around model requests, after confirming present product support and configuration.[1], [2], [3]

Pricing and availability

Commercial access and deployment terms need a quote. Historical demo availability does not establish an unlimited free production service.[1], [2], [3]

Platforms: Product-specific access[1], [2], [3]

Access: The vendor now operates as Limina. Confirm current PrivateGPT deployment and support with the vendor; its current main documentation emphasizes the broader de-identification engine.[1], [2], [3]

Sources (3)
  1. Product scope and accessOfficial site · checked 2026-11-02
  2. Product scope and accessOfficial site · checked 2026-11-02
  3. Product scope and accessOfficial site · checked 2026-11-02

Autonomy level

40/100

Our subjective rating of how independently the product carries out its documented tasks, considering the human setup, input, approval and review it needs. This is not a measured success rate.

Reasoning: Private AI’s PrivateGPT detects and removes identifying information before forwarding a prompt and restores it in the response. People configure the service, supply prompts and verify privacy handling and answers. This rating covers that bounded processing workflow; it is not a score for the unrelated self-hosted PrivateGPT framework.

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  • Evaluate this PrivateGPT for a controlled privacy layer around model requests, after confirming present product support and configuration.

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