The same model can be reached two ways. Unmanaged, you call the model maker's own API and run it yourself. Managed, a cloud platform serves the identical model through its own endpoint and runs it for you. Same weights, same output. Managed costs more, because managed always costs more.
Who runs the endpoint
You do, on the model maker's own API
A cloud platform runs it for you
The model
Same weights, same output
Same weights, same output
The cost
Less
More, always more
I took the managed route. It was the obvious one. I wired the platform to it and paid the premium on every call for longer than I want to admit. Not for a better model. For the same one, with convenience I did not need.
Managed is for teams who would rather not run the engineering. But the engineering is what I am building. Paying a cloud service to handle it was paying for help a platform-builder does not need, on a model I could have called directly for less. This is not one vendor's quirk. Every model worth building on is sold both ways.
If you are building a platform, you are the engineer. Managed is the expensive way, priced for someone who is not you.
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