The Research Assistant in Little Snitch 7 and later helps you decide whether to allow or deny a connection by providing information about what a process is, why it may be connecting, and what might happen if you block it. Because Little Snitch exists to protect your privacy, the assistant was designed to send only what is needed to answer that question, and only when you explicitly ask.
The assistant is idle until you use it. It is never triggered automatically and does not run in the background. You request information about one specific connection at a time, and before anything leaves your Mac you can see exactly what will be sent by clicking the “What will be transmitted?” link in the Research Assistant interface.
A request describes the two ends of a single connection:
Nothing else is transmitted. In particular, a request contains no file paths, no user or account name, no license key, no device or installation identifier, and no contents of your network traffic. Your other connections, rules, and settings are never sent.
Your request is sent over an encrypted connection to a server operated by Objective Development in the European Union. If the server does not yet have information about that connection, it researches the connection using an external AI service provider (currently Anthropic). The server then returns the answer to you. Your Mac never contacts the AI provider directly, and Objective Development has opted out of having the data used for training.
Our web server keeps standard access logs for three months. Unlike other log entries, those for Research Assistant requests record neither your IP address nor the content of your request. Nothing in our records links the connection you asked about to you.
Answers are cached so that common questions can be answered instantly. A cache entry contains only the request details described above and the corresponding answer. It contains nothing that identifies who asked. If another user asks about the same connection, they receive the cached answer and no request is sent to the AI provider at all.
Using the assistant requires no user account, no registration, and no API key of your own. It is included in your license at no additional cost.
Answers are generated by an AI model and may be incomplete or wrong. Treat them as input for your own judgment, not as a verified statement of what a program does. You always make the final decision about whether to allow or deny a connection.
Objective Development Software GmbH (Große Schiffgasse 1a/7, 1020 Vienna, AUSTRIA) is the controller for this processing. Contact us at https://obdev.at/support/ with any questions about access, deletion, or other data protection matters. See also our general Privacy Policy.