We present a series of test-beds for numerical codes designed to find appar
ent horizons. We compare three apparent horizon finders that use different
numerical methods: one of them in axisymmetry and two which are fully three
dimensional. We concentrate first on a toy model that has a simple horizon
structure, and then go on to study single and multiple black hole datasets
. We use our finders to look for apparent horizons in Brill wave initial da
ta where we discover that some results published previously are not correct
. For pure wave and multiple black hole spacetimes, we apply our finders to
survey parameter space.