We investigate the power of geometrical estimators on detecting non-Gaussia
nity in the cosmic microwave background (CMB). In particular the number, ec
centricity and Gaussian curvature of excursion sets above (and below) a thr
eshold are studied. We compare their different performance when applied to
non-Gaussian simulated maps of small patches of the sky, which take into ac
count the angular resolution and instrumental noise of the Planck satellite
. These non-Gaussian simulations are obtained as perturbations of a Gaussia
n field in two different ways which introduce a small level of skewness or
kurtosis in the distribution. A comparison with a classical estimator, the
genus, is also shown. We find that the Gaussian curvature is the best of ou
r estimators in all the considered cases. Therefore we propose the use of t
his quantity as a particularly useful test to look for non-Gaussianity in t
he CMB.