The COVID-19 pandemic speaks to the need for drugs that are not only effective but also remain so given the mutation rate of COVID-19. To this end, we describe a strategy to design potential drugs that target RNA-dependent RNA polymerase (RDRP), a common conserved component of RNA viruses. We combine an RDRP structure dataset and all RDRP-ligand interaction fingerprints into an RDRP-targeted drug discovery procedure. In so doing we reveal the ligand-binding modes and RDRP structural characteristics. Specifically, four types of binding modes with corresponding binding pockets were determined, suggesting two major potential sub-pockets available for drug discovery. We screened a drug dataset of approximately 8,000 compounds against these binding pockets and presented the top ten small molecules as a starting point in further exploring the prevention of virus replication. In summary, the binding characteristics determined here help rationalize RDRP targeted drug discovery and provide insights into the specific binding mechanisms.