And how does the mysterious field $A^{\mu}$ transform under the gauge transformation? This is what you want to find. Given that the scalar field transforms under the fundamental representation of the gauge group, i.e. $\Phi \rightarrow \Phi^{\prime} = e^{i\alpha(x)}\Phi$, then, demanding that the action of the covariant derivative on the scalar field also transforms in the fundamental representation, i.e. $D_{\mu}\Phi \rightarrow D_{\mu}^{\prime}\Phi^{\prime} = e^{i\alpha(x)}D_{\mu}\Phi$ (definition of the gauge covariant derivative), results to a very specific transformation rule for the mysterious field $A^{\mu}$,
\begin{equation}
A^{\mu} \rightarrow A^{\prime\mu} = A^{\mu} - \frac{1}{e}\partial^{\mu} \alpha
\end{equation}
This transformation rule is actually a transformation according to the adjoint representation of the gauge group which is a spin-1 representation, so this is a hint of a vector boson $A^{\mu}$.
Proof of transformation law
Since $D_{\mu}=\partial_{\mu}+ieA_{\mu} \rightarrow D_{\mu}^{\prime}=\partial_{\mu}+ieA_{\mu}^{\prime}$ and $\Phi \rightarrow \Phi^{\prime} = e^{i\alpha}\Phi$, then,
\begin{equation}\begin{aligned}
D_{\mu}\Phi \rightarrow D_{\mu}^{\prime}\Phi^{\prime} &= (\partial_{\mu} + ieA_{\mu}^{\prime})e^{i\alpha(x)}\Phi(x) \\
&=i\partial_{\mu}\alpha e^{i\alpha}\Phi + e^{i\alpha}\partial_{\mu}\Phi + ieA_{\mu}^{\prime}e^{i\alpha}\Phi \\
&= e^{i\alpha}\left((i\partial_{\mu}\alpha + ieA_{\mu}^{\prime})\Phi + \partial_{\mu}\Phi\right)
\end{aligned}\end{equation}
Now, the requirement is,
\begin{equation}\begin{aligned}
D_{\mu}\Phi \rightarrow D_{\mu}^{\prime}\Phi^{\prime} &= e^{i\alpha}D_{\mu}\Phi \\
&= e^{i\alpha}\left( ieA_{\mu}\Phi + \partial_{\mu}\Phi \right)
\end{aligned}\end{equation}
Comparing the two relations above, tells us that,
\begin{equation}\begin{aligned}
&i\partial_{\mu}\alpha + ieA^{\prime}_{\mu} = ieA_{\mu} \\
&\Rightarrow A^{\prime}_{\mu} = A_{\mu} - \frac{1}{e} \partial_{\mu}\alpha
\end{aligned}\end{equation}