Gotta say...the bots have been quite impressive with pattern recognition and just an overall better idea of the general idea of the larger-scale storm details (development, track). Certainly enough I think to give a big boost in confidence for medium-range forecasting. Not entirely sure about the inside 48-hours or storm specific details but they've been a big boost in the medium-range for sure.