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"doesn't scale" is correct and usable in written English.
You can use it to refer to something that does not increase proportionally with other variables. For example, "This system can handle a moderate volume of data, but it doesn't scale as demand increases."
Exact(42)
It isn't disruptive; it doesn't scale.
In internet parlance, music streaming doesn't "scale".
"Robbing one person at a time using a knife or gun doesn't scale well.
It turns out that research and development doesn't scale — that bigger may be worse.
"Venture doesn't scale," Diane Mulcahy, the L.P. and venture critic, said.
Until then, says Mr Pryor, Microsoft had been evangelising mostly one-on-one, "which doesn't scale well".
Similar(18)
But this approach does not "scale".
Unfortunately Accidentally on Purpose does not scale those dizzy heights.
"The support model does not scale well," Mr Aslett explains.
That does not scale.
However, this method does not scale well.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com