The construction of Quasi-Exactly-Solvable quantum Hamiltonians where only the two first eigenstates and of energies and are explicit is revisited from the point of view of one-dimensional Markov processes satisfying detailed-balance, whose generators are related to quantum Hamiltonians via similarity transformations. Here the lowest energy vanishes and is associated the conservation of probability and to the steady state , while is the rate that governs the exponential relaxation towards the steady-state, and is associated to the slowest observable that corresponds to the ratio of the two quantum eigenstates. Our main conclusion is that the Markov perspective leads to interesting re-interpretations and that the construction of quasi-exactly-solvable models with explicit levels is more intuitive and technically simpler if one takes the slowest observable as the central object from which all the other properties can be reconstructed. This general approach is then applied to Fokker-Planck generators in continuous space and to Markov jump generators on the lattice.

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