Considering that we look for an approximation of the zero of function
$$f(x)=\log(x)-e^{-ax}$$ if $a \gg 1$, build the series expansion around $x=1$ and use series reversion to obtain
$$\color{red}{x=1+t+\frac{\left(a^2+e^a\right) }{2 \left(a+e^a\right)}t^2+O\left(t^3\right)}\quad \text{with}\quad \color{red}{t= \frac{1 }{a+e^a}}$$
A few examples
$$\left(
\begin{array}{ccc}
a & \text{estimation} & \text{solution} \\
1 & 1.305106165 & 1.309799586\} \\
2 & 1.113387034 & 1.113808277 \\
3 & 1.044499191 & 1.044524585 \\
4 & 1.017240818 & 1.017241979 \\
5 & 1.006542360 & 1.006542410 \\
6 & 1.002445628 & 1.002445628
\end{array}
\right)$$
For sure, if $a$ is really large, we can neglect the terms in $a$ and the above would reduce to
$$\color{blue}{x=1+e^{-a}+\frac{1-2 a}{2} e^{-2 a}-\frac{30 a^2+9 a-1}{6} e^{-3 a}+\cdots}$$
Now, for $a\ll 1$ doing the same around $x=e$ leads to
$$\color{red}{x=e+t+\frac{\left(e^2 a^2+e^{e a}\right) }{2 e \left(e a+e^{e
a}\right)}t^2+O\left(t^{3}\right)}\quad \text{with}\quad \color{red}{t=\frac{e \left(1-e^{e a}\right)}{e a+e^{e a}}} $$
Let $a=5^{-k}$ and some results
$$\left(
\begin{array}{ccc}
k & \text{estimation} & \text{solution} \\
1 & 1.974782640 & 1.964280299 \\
2 & 2.474136359 & 2.473869824 \\
3 & 2.661616514 & 2.661612633 \\
4 & 2.706561144 & 2.706561108 \\
5 & 2.715921436 & 2.715921436
\end{array}
\right)$$
and,expanding the formula for small value of $a$
$$\color{blue}{x=e-e^2 a+2 e^3 a^2-\frac{14 }{3}e^4a^3+\cdots}$$
The $\color{red}{\text{red formulae}}$ are better than the $\color{blue}{\text{blue formulae}}$
Edit
If you want an almost exact solution, perform one single iteration of Householder method.
Using $x_0=1$, this will give
$$x_1=1+\frac{3 \left(a^2+(4 a-1) e^a+2 e^{2 a}\right)}{a^3+2 \left(6 a^2-3 a+1\right) e^a+6(3 a-1) e^{2 a}+6 e^{3 a}}$$which, for $a=1$ gives $x_1=1.309573776$.
Using $x_0=e$, this will give
$$x_1=e-\frac{3 e \left(e^{e a}-1\right) \left(e^2 a^2+3 e^{2 e a}+e^{e a} (e a (e
a+4)-1)\right)}{e^3 a^3+14 e^{3 e a}+2 e^{e a} (e a (2 e a (e a+3)-3)+1)+e^{2 e a} (e a (e a (e a+6)+24)-10)}$$which, for $a=\frac15$ gives $x_1=1.963434019$.