A super-massive black hole (BH) sits at the center of most, if not all, bulge galaxies. While the black hole gravitational potential dominates the gas dynamics on a tiny (~pc^3) spatial scale only, the tight relation between black hole mass and stellar velocity dispersion in the bulge suggests that black holes can affect the interstellar gas and the star formation across the whole host galaxy. This happens through a still poorly understood process called "AGN feedback". In this talk I review the observational evidence for "nuclear" (i.e. accretion disk, torus) winds playing a fundamental role in AGN feedback. While the exact geometry of the outflows is still subject to large uncertainties, kinetic outflow rates are consistent with the feedback requirements set by cosmological simulations of galaxy evolution in powerful quasars, as well as (and more surprisingly) in some lower-luminosity Seyfert galaxies.