Recent experiences will be discussed in the use of effective core potentials in calculations using density functional techniques. Results using ECPs will be compared with all-electron relativistic approaches. Examples will include actinide complexes encourntered in solution chemistry and transition metal complexes interacting with small molecules such as methane, dioxygen, hydrogen peroxide, and olefins.