How to prove that a function is sigmoidal
I'm not so sure about how close this is to what you want but one way to prove if a function $y = f(x)$ is the sigmoid equation, is to check if it's a solution of the ordinal differential equation:

$$
\frac{dy}{dx} = y \; (1-y)
$$

with initial condition $y(0) = 1/2$.