What is AI's Contextual Societal Impact?

AI systems don't operate in a vacuum — they embed into social, economic, and political contexts that shape who benefits and who is harmed. Contextual societal impact examines how AI interacts with existing inequalities, institutions, labor markets, and power structures in ways that aggregate statistics often obscure.