GSA MAS Refresh 31 introduces an AI transparency clause requiring Schedule holders offering AI-enabled services to disclose how AI is used, training data sources, and bias mitigation practices. Effective for new offers submitted after March 2026, the clause affects roughly 4,200 contractors across 12 SINs.