  We propose the use of a quantum thermal machine for low-temperature
thermometry. A hot thermal reservoir coupled to the machine allows for
simultaneously cooling the sample while determining its temperature without
knowing the model-dependent coupling constants. In its most simple form, the
proposed scheme works for all thermal machines which perform at Otto efficiency
and can reach Carnot efficiency. We consider a circuit QED implementation which
allows for precise thermometry down to $\sim$15 mK with realistic parameters.
Based on the quantum Fisher information, this is close to the optimal
achievable performance. This implementation demonstrates that our proposal is
particularly promising in systems where thermalization between different
components of an experimental setup cannot be guaranteed.
