A comparison of solar flare forecasting systems has turned the performance table of apparently effective prediction methods on its head. Researchers have tested the reliability of seven techniques against their record of predicting flares and non-flare events correctly, as well as their history of missed flares and false alarms. When the predictions were put into context of the Sun’s activity levels over time, some of the most seemingly successful techniques slid down the table.