There are only two tiers of Planet Exploration, hence 50% and 100%.
I believe at 50% exploration you find planet bonuses like Megafauna, Penal Colony, Space Ponies, ect. At 100% you find artifacts.
Artifacts give your whole empire a bonus. The Kenetic Intensifier increases all weapon damage by 12%. Resiliant Metaloids increase hull points and hull regeneration by a certain amount. When you find an artifact, go to the research window, and it is the third tab, right above Fleet Logistics. It will show you what artifacts you have.
I dont think there are ever two of the same artifacts in a map.