Thermal photodetectors are uniquely capable of sensing radiation at any electromagnetic frequency, however, their millisecond-scale response times limit their performance and applicability. Here we demonstrate a room-temperature, spectrally-selective thermal photodetector operating at GHz speeds by integrating a plasmonic metasurface with an aluminum nitride pyroelectric film.