Sequencing whole exomes in order to identify high penetrant variants in few individuals is becoming relatively easy, and calling variants is apparently an easy push-one-button procedure. However, understanding data quality and filtering out potential false positives in SNP calling is far more difficult. We will give a tour among the key QC and filtering issues, and discuss our experiences in calling variants from exome sequencing projects at UCL Genomics.