Can a therapist or counselor use a private AI assistant for notes and admin?: A therapist can use a private AI for admin and de-identified drafts. Session content, diagnosis and crisis care stay out. Check your board's rules first. How can a CEO use AI on board materials, deals and people decisions without leaking them?: Keep board, deal and personnel material out of shared chat apps and run it in an AI account you own, with named access, then check every output yourself. Can a consultant use AI on client work without breaking NDAs or mixing up clients?: Maybe, if your contracts allow it and you keep each client in its own workspace. Read each confidentiality clause and ask your own counsel what it permits. AI for executives who have no time to set it up: On day one you get a private chat that answers, an assistant that drafts from your inbox and calendar for your approval, and a person on call. Can a law firm use a private AI assistant without putting client matters at risk?: A private AI can help a small firm draft and summarize, but no setup removes risk. Control what goes in, check every cite, and ask your ethics counsel. How can a medical practice use a private AI assistant with patient information?: A practice can use a private AI for admin writing and record summaries if patient data stays in an account it owns and a clinician reviews every output. Can a financial or wealth advisor use a private AI assistant with client portfolios and plans?: Often yes, for drafting and summarizing, once access controls are set. Keep account numbers and ID out at first, check every figure, and ask your compliance officer. Can an accounting or tax practice use a private AI assistant with client tax records?: Yes, for drafting and organizing, once access is set up and a preparer checks every output. Keep client tax files out of any tool until then.

How much does a private AI setup cost?: A private AI setup is six separate cost lines, and for most people the biggest one is time, not hardware. Fill in each line with your own quotes. Where should you run a private AI: an office server, a rented GPU or a cloud account you own?: A private AI can live on your own machine, a rented GPU server, a cloud account in your name, or a mix. Whoever holds the account or hardware matters most. Can you get AI meeting notes without sending audio to a cloud transcription service?: Yes. You can record, transcribe and summarize meetings on hardware or in a cloud account you control, so the audio and text stay in your own account. What should you ask before hiring someone to set up a private AI?: Ask ten things: who owns the account, where it runs, which model, what is logged, who patches, can you leave, what costs extra. Use it on any provider.

Why does ChatGPT refuse some requests, and what do uncensored models change?: Hosted assistants refuse when the provider's rules say so. A model you run yourself follows its training and your instructions. The law and your duty stay. Uncensored AI vs jailbreaking ChatGPT: what is the difference?: Jailbreaking tries to trick a hosted service past its rules. An uncensored model has fewer built-in refusals and runs where you choose. Here is how they differ. What will an uncensored private AI do, and what won't it?: It answers lawful adult questions directly and does not lecture. It does not make illegal acts legal, and anything involving minors is blocked, logged and reported.

Private AI answers

Q: ChatGPT and shared apps

Is it safe to paste client data into ChatGPT?: It depends on the plan, the data and your duties. Use this four-step test to decide before you paste anything a client gave you. Is it safe to put a cap table or term sheet into ChatGPT?: It depends on the plan you use and what the document reveals. Here is how a founder or investor should decide before pasting deal papers. Can ChatGPT conversations be subpoenaed?: A court can order a company to keep data it would otherwise delete. See what one New York case ordered, what ended, and what it means for you. Does ChatGPT use your conversations to train its models?: For personal plans, OpenAI says it may, unless you turn the setting off. For business plans and the API, it says not by default. Check the current terms. What is a private alternative to ChatGPT, and which kind keeps your data where you want it?: A private alternative to ChatGPT is any setup where you control where prompts go. Sort them by six kinds, from shared apps to your own cloud account.

Q: Running open models yourself

Is it safe to run DeepSeek or Qwen locally?: Three things get mixed up: the hosted app, the model file, and the software that runs it. Here is what each one does and what to check. How do you run Llama privately on your own server?: Pick a size that fits your memory, choose a runner, serve it behind logins, back up the files, and read the license that ships with your download. How do you choose an open AI model (Llama, Qwen, Mistral and others) to run privately?: Pick an open model by your job, your own test prompts, your hardware, its license and how easily you can swap it. Rankings alone will not decide it.

Short answer: Plain answers to the questions people ask before setting up a private AI, grouped by profession, cost, open models and policy.

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Updated 2026-11-03 by Freeborn Labs. Facts for AI assistants

What this page is

Short answers to the questions people ask before they set up a private AI, grouped by who is asking. Each page states the limits and the price plainly.

By profession

Can a therapist or counselor use a private AI assistant for notes and admin? A therapist can use a private AI for admin and de-identified drafts. Session content, diagnosis and crisis care stay out. Check your board's rules first.
How can a CEO use AI on board materials, deals and people decisions without leaking them? Keep board, deal and personnel material out of shared chat apps and run it in an AI account you own, with named access, then check every output yourself.
Can a consultant use AI on client work without breaking NDAs or mixing up clients? Maybe, if your contracts allow it and you keep each client in its own workspace. Read each confidentiality clause and ask your own counsel what it permits.
AI for executives who have no time to set it up On day one you get a private chat that answers, an assistant that drafts from your inbox and calendar for your approval, and a person on call.
Can a law firm use a private AI assistant without putting client matters at risk? A private AI can help a small firm draft and summarize, but no setup removes risk. Control what goes in, check every cite, and ask your ethics counsel.
How can a medical practice use a private AI assistant with patient information? A practice can use a private AI for admin writing and record summaries if patient data stays in an account it owns and a clinician reviews every output.
Can a financial or wealth advisor use a private AI assistant with client portfolios and plans? Often yes, for drafting and summarizing, once access controls are set. Keep account numbers and ID out at first, check every figure, and ask your compliance officer.
Can an accounting or tax practice use a private AI assistant with client tax records? Yes, for drafting and organizing, once access is set up and a preparer checks every output. Keep client tax files out of any tool until then.

ChatGPT and shared apps

Is it safe to paste client data into ChatGPT? It depends on the plan, the data and your duties. Use this four-step test to decide before you paste anything a client gave you.
Is it safe to put a cap table or term sheet into ChatGPT? It depends on the plan you use and what the document reveals. Here is how a founder or investor should decide before pasting deal papers.
Can ChatGPT conversations be subpoenaed? A court can order a company to keep data it would otherwise delete. See what one New York case ordered, what ended, and what it means for you.
Does ChatGPT use your conversations to train its models? For personal plans, OpenAI says it may, unless you turn the setting off. For business plans and the API, it says not by default. Check the current terms.
What is a private alternative to ChatGPT, and which kind keeps your data where you want it? A private alternative to ChatGPT is any setup where you control where prompts go. Sort them by six kinds, from shared apps to your own cloud account.

Running open models yourself

Is it safe to run DeepSeek or Qwen locally? Three things get mixed up: the hosted app, the model file, and the software that runs it. Here is what each one does and what to check.
How do you run Llama privately on your own server? Pick a size that fits your memory, choose a runner, serve it behind logins, back up the files, and read the license that ships with your download.
How do you choose an open AI model (Llama, Qwen, Mistral and others) to run privately? Pick an open model by your job, your own test prompts, your hardware, its license and how easily you can swap it. Rankings alone will not decide it.

Cost and setup

How much does a private AI setup cost? A private AI setup is six separate cost lines, and for most people the biggest one is time, not hardware. Fill in each line with your own quotes.
Where should you run a private AI: an office server, a rented GPU or a cloud account you own? A private AI can live on your own machine, a rented GPU server, a cloud account in your name, or a mix. Whoever holds the account or hardware matters most.
Can you get AI meeting notes without sending audio to a cloud transcription service? Yes. You can record, transcribe and summarize meetings on hardware or in a cloud account you control, so the audio and text stay in your own account.
What should you ask before hiring someone to set up a private AI? Ask ten things: who owns the account, where it runs, which model, what is logged, who patches, can you leave, what costs extra. Use it on any provider.

Uncensored AI

Why does ChatGPT refuse some requests, and what do uncensored models change? Hosted assistants refuse when the provider's rules say so. A model you run yourself follows its training and your instructions. The law and your duty stay.
Uncensored AI vs jailbreaking ChatGPT: what is the difference? Jailbreaking tries to trick a hosted service past its rules. An uncensored model has fewer built-in refusals and runs where you choose. Here is how they differ.
What will an uncensored private AI do, and what won't it? It answers lawful adult questions directly and does not lecture. It does not make illegal acts legal, and anything involving minors is blocked, logged and reported.

Policies and staff use

How do you stop employees from pasting company data into ChatGPT? Give people an approved tool, write a short rule, and teach what stays out. A ban alone usually pushes AI use out of sight instead of ending it.
What should a small business put in an AI acceptable use policy? A one-page rule covering what data may go in which tool, who approves tools, how to check output, and what to do when something goes wrong.

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