Quick post about a change I made that’s worked out well.
I was using OpenAI API for automations in n8n — email summaries, content drafts, that kind of thing. Was spending ~$40/month.
Switched everything to Ollama running locally. The migration was pretty straightforward since n8n just hits an HTTP endpoint. Changed the URL from api.openai.com to localhost:11434 and updated the request format.
For most tasks (summarization, classification, drafting) the local models are good enough. Complex reasoning is worse but I don’t need that for automation workflows.
Hardware: i7 with 16GB RAM, running Llama 3 8B. Plenty fast for async tasks.


Running any LLM on truenas is not awesome. I’ve tried it with GPU passthrough and it’s just too much overhead. I may just burn all my stuff down and restart with Proxmox, run Truenas core inside just for NAS. The idea of a converged nas+virtualization is wonderful, but it’s just not there.
The host networking model alone is such a pain, then you get into performance stuff. I still like Truenas a lot, but I think that Proxmox is probably still the better platform.