Open vs closed AI models: what's the difference?
Two players can be carrying what looks like the same weapon, and one of them can open it up, remod it, and run it on their own machine, while the other rents it by the swing from a shop that can change the price whenever it likes. That’s the open-versus-closed model split in one image. It sounds like an engineering detail. It’s really a question about who’s in control.
In the daylight layer I’m a cofounder of Wistkey, where “open or closed?” is a real decision on most projects. Here’s the plain-language version, no ideology.
The two kinds
Closed models are run by a company and rented through their service. You send a request, you get an answer, you pay per use. You never hold the model itself. Open models are released so you can download the actual model and run it on your own hardware, inspect it, and adapt it. One is a service; the other is a thing you possess.
It's not really open vs closed. It's control vs convenience — and which one your situation can't do without.
What closed gives you
- Convenience. Nothing to host or maintain; you get the latest version automatically.
- Peak capability. The very strongest models are usually closed, at least for a while.
- The trade: your data goes to their servers, the price and rules are theirs to change, and if they retire it, you adapt.
What open gives you
- Control & privacy. Run it on your own machines and the data never leaves — the same appeal as on-device AI.
- No lock-in. Nobody can change the price or switch it off on you.
- The trade: you host it, maintain it, and often accept a bit less raw capability than the top closed model.
How to choose
Skip the tribalism and ask what your situation can’t compromise on:
- Need the smartest possible answer and don’t want to run infrastructure? Closed.
- Handling sensitive data, or need it to keep working on your terms indefinitely? Open.
- Not sure? Start closed to move fast, and keep open as the exit if lock-in or privacy starts to bite.
Most serious setups end up using both — closed for the hardest jobs, open where control and privacy matter more than the last few points of capability. The right question was never “which side are you on.” It’s “for this job, do I need convenience or control more?” Answer that and the choice makes itself.