Self-host with Ollama when control beats frontier quality
Ollama is MIT and $0. A ChatGPT Plus seat is $20/month. Self-host when prompts cannot leave the machine or you want a predictable hardware bill — not when you need the best hosted model.
OUR TAKE
Run Ollama when privacy or cost predictability matters more than frontier quality. Pay for a seat when the job needs a hosted model, SSO, or an editor agent. A local 8B is not a $20 ChatGPT replacement.
Good fit
Engineers with a GPU (or patience) who need local chat or coding help
Poor fit
Anyone expecting Claude-class long context for $0 on a laptop CPU
FAQ
- What does Ollama cost?
- The software is MIT and $0. You bring the machine. Hugging Face Hub is also $0 for public models; PRO is $9/month plus inference credits if you want hosted extras. Checked 2026-10-19.
- When is a paid seat cheaper than self-hosting?
- When you would otherwise buy a GPU for occasional chat. $20/month ChatGPT Plus or $8 Cursor Plus is cheaper than an idle 24 GB card if you only draft a few hours a week.
- Can I mix local and paid models?
- Yes. Keep Ollama for private drafts and buy one hosted seat for the jobs that need it. Do not point an unattended agent at production credentials on either path.
- Is self-host the same as open weights on a vendor GPU?
- No. Renting a GPU (or a Hugging Face endpoint) still sends prompts to that host. Self-host means the runtime is yours.