The closest matches on Steam are RimWorld, Colony Survival, Rise to Ruins, Oxygen Not Included and Songs of Syx.
From the Steam games with at least 2,000 reviews and 80% or more positive, we keep the ones whose main player tags match They Are Billions's most closely, then show the closest first.
