We explore a \({\mathfrak {gl}}_{r}\)-covariant parameterisation of Bethe algebra appearing in \({\mathfrak {so}}_{2r}\) integrable models, demonstrate its geometric origin from a fused flag, and use it to compute the spectrum of periodic rational spin chains, for various choices of the rank r and Drinfeld polynomials.