The multicomponent Со–Pt–Zr/Al2O3 and Со–Pt–Zr–La/Al2O3 catalysts were prepared by the sol–gel method. The modified Pechini method was used as a sol–gel approach to synthesize a system containing Co, Pt, Zr, and La. The sol–gel materials prepared by such a manner were incorporated into alumina in order to form the catalyst granules. The physicochemical properties of the catalysts were studied by a number of methods (TEM, SEM, BET, XRD, H2-TPR). It was found that the synthesized multicomponent catalysts are highly dispersed systems composed of metal oxides and various microalloys such as the bimetallic Co–Pt and perovskite type structures—LaCoO3 and LaAlO3 having mainly the particle size < 10 nm. The catalytic behaviour of the the new sol–gel materials was tested in dry reforming (DRM), steam reforming (SRM) and combined CO2-Steam reforming of methane (bireforming, BRM) using a feed with a ratio of CO2/CH4/H2O = 0 ÷ 1/1/0 ÷ 1.5 over the temperature interval of 300–800 °C, P = 0.1 MPa, and GHSV varied within 1000–4000 h−1. The synthesized sol–gel catalysts performed the high activity, selectivity, and stability in all processes: DRM, BRM, and SRM with producing syngas with varied ratio of H2/CO depending on a feed composition. Thus, H2/CO ratio is varied within 0.9–4.4 while steam amount added to CH4-CO2 feed is grown from 0 to 1.5 volume parts. Almost complete methane conversion occurs at T = 750–800 °C. The long-term continuous testing of the Co–Pt–Zr–La/Al2O3 catalyst confirmed its stable work in methane conversion by carbon dioxide and/or steam for in total >200 h.