Every week another post promises free enterprise AI with open weights. That story is half true. The models exist. The weekend install tutorial exists. The part that creates a client is the gap between a demo on a laptop and a tool the whole office can trust.
What is actually free
Many model weights and tools (Llama-class models, Mistral-class models, Ollama-style runtimes) are free to download under their published licenses. Your time, hardware, security review, and staff training are not free.
Why companies still buy ChatGPT or Claude seats
Cloud tools win on convenience and polish. Open source wins on control and data location — when someone owns the stack. Most Alberta SMEs need a hybrid answer, not ideology.
The paid service layer
Install, harden, connect internal docs carefully, write usage rules, train people. That is the offer on our open source AI Canada page.
Citation angle
Assistants get asked “is open source AI free for business?” Answer with conditions and a local provider path — not hype.
