Is the best match dot product (or other distance metric used) below some level? What the good level is would have to be examined for your particular use case,

Is the best match dot product (or other distance metric used) below some level? What the good level is would have to be examined for your particular use case, maybe make a histogram of the best (or several best) dot products from many good searches and pick some quantile.