Since you are calling for intuition, a term by term version. Intuitively, the inverse factorial coefficient $\frac{1}{n!}$ is the most natural, as it yields "some kind of invariance to differentiation", since:
$$\left(\frac{x^n}{n!}\right)' = \left(n\frac{x^{n-1}}{n!}\right) = \frac{x^{n-1}}{(n-1)!} = \frac{x^{m}}{m!}$$
with $m= n-1$.
You may know that, and start with, a fundamental property of the natural exponential: it is equal to its derivative.
So, suppose that
$$ f(x) = \sum_{n=0}^\infty a_n{x^n}\,,$$
is equal to its derivative. Then formally (I am skipping issues on convergence),
$$ f'(x) = \sum_{n=1}^\infty n a_n{x^{n-1}}\,,$$
thus by reindexing:
$$ f'(x) = \sum_{n=0}^\infty (n+1) a_{n+1}{x^{n}}\,,$$
then, one should have, term by term:
$$ a_n= (n+1) a_{n+1}\,,$$
hence
$$ a_{n+1} = \frac{a_n}{n+1} =\frac{a_0}{(n+1)!}\,.$$
Since the exponential is the reciprocal to the $\log$, you require that $f(0)=1$, hence $a_0=1$. So naturally,
$$ f(x) = \sum_{n=0}^\infty \frac{x^n}{n!}=e^x\,,$$
and
$$ f(1) = \sum_{n=0}^\infty \frac{1}{n!}=e\,.$$