Examining AI policies through a lens of social inclusion, the review evaluates how ethical safeguards and equal opportunities are ensured for vulnerable groups. Through a detailed case study of Arab social ministries and their survey findings, the analysis offers actionable insights on policy gaps and improvement paths.