  We provide a Geometric Quantisation formulation of the AJ-conjecture for the
Teichm\"{u}ller TQFT, and we prove it in detail in the case of the knot
complements of $4_{1}$ and $5_2$. The conjecture states that the level-$N$
Andersen-Kashaev invariant, $J^{(\mathrm{b},N)}_{M,K}$, is annihilated by the
non-homogeneous $\hat{A}$-polynomial, evaluated at appropriate $q$-commutative
operators. We obtained the latter via Geometric Quantisation on the moduli
space of flat $\operatorname{SL}(2,\mathbb{C})$-connections on a genus-$1$
surface, by considering the holonomy functions associated to a meridian and
longitude. The construction depends on a parameter $\sigma$ in the
Teichm\"{u}ller space in a way measured by the Hitchin-Witten connection, but
we show that the resulting quantum operators are covariantly constant. Their
action on $J^{(\mathrm{b},N)}_{M,K}$ is then defined via a trivialisation of
the Hitchin-Witten connection and the Weil-Gel'Fand-Zak transform.
