This talk explores in what sense one can meaningfully speak of semi-device-dependent benchmarking, certification, and tomography that strikes a balance between assuming perfect knowledge about detectors (which often is inappropriate) and no knowledge at all (which commonly is overly pessimistic). It also presents technical results along these lines, making use of a technical machinery of compressed sensing.