The article describes one-pot synthesis and structural elucidation of tc-[Ru(pap)(L)]ClO [1]ClO and tc-[Ru(pap)(L')]ClO [2]ClO, which were obtained from tc-[Ru(pap)(EtOH)](ClO) and benzofuroxan (L = 1,2-dinitrosobenzene, an intermediate tautomeric form of the biologically active benzofuroxan, L' = 2-nitrosoanilido, pap = 2-phenylazopyridine, tc = trans and cis corresponding to pyridine and azo nitrogen donors of pap, respectively). The same reaction with the newly synthesized and structurally characterized metal precursor cc-Ru(2,6-dichloropap)Cl, however, affords isomeric ct-[Ru(2,6-dichloropap)(L)] (3a) and tc-[Ru(2,6-dichloropap)(L)] (3b) (cc, ct, and tc with respect to pyridine and azo nitrogens of 2,6-dichloropap) with the structural authentication of elusive ct-isomeric form of {Ru(pap)} family. The impact of trans or cis orientation of the nitroso group of L/L' with respect to the N═N (azo) function of pap in the complexes was reflected in the relative lengthening or shortening of the latter distance, respectively. The redox-sensitive bond parameters of 1 and 3 reveal the intermediate radical form of L, while 2 involves in situ generated L'. The multiple redox processes of the complexes in CHCN are analyzed via experimental and density functional theory (DFT) and time-dependent DFT calculations. One-electron oxidation of the electron paramagnetic resonance-active radical species (1 and 3) leads to [Ru(pap)(L)] involving fully oxidized L in 1 and 3; the same in 2 results in a radical species [Ru(pap)(L')] (2). Successive reductions in each case are either associated with pap or L/L'-based orbitals, revealing a competitive scenario relating to their π-accepting features. The isolated or electrochemically generated radical species either by oxidation or reduction exhibits near-IR transitions in each case, attributing diverse electronic structures of the complexes in accessible redox states.