> An exponential curve looks locally the same at all points in time
This is true for any curve...If your curve is continuous, it is locally linear.
There's no use in talking about the curve being locally similar without the context of your window. Without the window you can't differentiate an exponential from a sigmoid from a linear function.
Let's be careful with naive approximations. We don't know which direction things are going and we definitely shouldn't assume "best case scenario"