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Incognito.ai

A privacy-first AI platform for secure chat, autonomous agents, and private LLM actions in a TEE

Project Description

In today’s AI-driven world, privacy has become a critical concern. As AI models increasingly handle sensitive personal and business data, the risk of data exposure, misuse, and unauthorized access grows. Traditional AI platforms often store raw user data, making them vulnerable to breaches and exploitation. Incognito.AI addresses this challenge by offering a privacy-first, multi-mode AI platform powered by TEE-based encryption and inference. It ensures that all interactions, workflows, and external connections remain fully private—even from the platform itself. With Incognito.AI, users can safely leverage AI for a wide range of personal and professional tasks without compromising their data privacy.

The platform offers three powerful modes designed to cover different AI use cases. In Chat Mode, users can engage in fully encrypted, private conversations with LLMs, making it ideal for anonymous mental health support, confidential consultations, or secure personal data queries. The Agentic Mode enables autonomous, multi-step workflows that run in the background, handling complex tasks like research, data aggregation, and content creation—all while keeping data fully protected within a TEE-secured environment. Finally, MCP Mode allows Incognito.AI to connect with external Model Context Protocol (MCP) servers for private, context-aware LLM-powered actions, such as executing financial transactions or querying private APIs, without exposing raw data.

Every AI action performed on Incognito.AI is cryptographically verifiable through the TEE’s signature, ensuring it is executed inside a trusted environment. The platform also supports CPU and GPU attestations, allowing users to verify the authenticity of the hardware running the AI processes. This guarantees that all actions are performed on genuine, secure machines, providing an extra layer of trust and integrity.

By combining TEE-powered privacy with verifiable execution and versatile AI capabilities, Incognito.AI offers a trustworthy, secure, and scalable solution for individuals and organizations seeking confidential AI interactions. Whether used for sensitive communication, private automation, or secure external integrations, Incognito.AI ensures that no sensitive data is ever exposed, giving users full control over their privacy. It represents the future of secure, autonomous AI, where performance and privacy coexist seamlessly.

How it's Made

Incognito.AI is built using a simple yet powerful tech stack designed for privacy and efficiency. The platform uses Next.js for the frontend, ensuring a fast and smooth user experience. At its core, it relies on Nillion’s SecretLLM and SecretVault to store and process data in a fully private way. This ensures that even the platform itself can’t see the raw data, making every interaction truly confidential. LangChain is used to power the Agentic Mode, allowing the platform to break down complex tasks into smaller steps and run them in the background. For MCP Mode, Incognito.AI uses OpenMCP to connect with external servers, letting it perform secure, private actions on other systems without exposing any sensitive information. This combination of privacy-focused tools and seamless AI automation makes Incognito.AI both secure and reliable for anyone seeking confidential AI experiences.

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