  Realizing strong light-matter interactions between individual 2-level systems
and resonating cavities in atomic and solid state systems opens up
possibilities to study optical nonlinearities on a single photon level, which
can be useful for future quantum information processing networks. However,
these efforts have been hampered by the unfavorable experimental conditions,
such as cryogenic temperatures and ultrahigh vacuum, required to study such
systems and phenomena. Although several attempts to realize strong light-matter
interactions at room-temperature using so-called plasmon resonances have been
made, successful realizations on the single nanoparticle level are still
lacking. Here, we demonstrate strong coupling between plasmons confined within
a single silver nanoprism and excitons in molecular J-aggregates at ambient
conditions. Our findings show that the deep subwavelength mode volumes, $V$,
together with high quality factors, $Q$, associated with plasmons in the
nanoprisms result in strong coupling figure-of-merit -- $Q/\sqrt{V}$ as high as
$\sim6\times10^{3}$~$\mu$m$^{-3/2}$ -- a value comparable to state-of-art
photonic crystal and microring resonator cavities, thereby suggesting that
plasmonic nanocavities and specifically silver nanoprisms can be used for
room-temperature quantum optics.
