The proliferation of Artificial Intelligence (AI) has emerged as one of the most transformative shifts in human history, fundamentally altering the fabric of socio-economic interactions, governance, and individual cognition. This research report provides an exhaustive evaluation of the ethical issues inherent in the AI lifecycle, anchored in the UNESCO Recommendation on the Ethics of Artificial Intelligence (2021) and the subsequent "Artificial Intelligence Readiness Assessment Report" for India. The analysis investigates the core normative pillars of human rights, environmental sustainability, and algorithmic fairness, contrasting global standards with India’s strategic "AI for All" framework. By synthesizing data from the IndiaAI Mission, the Digital Personal Data Protection Act (2023), and a study of 3,000 global companies, this report exposes a significant "accountability gap" in corporate AI governance where only 13% of firms adhere to formal ethical frameworks. The report details  the  scientific,  educational,  and technical readiness of the Indian ecosystem, highlighting the critical role of linguistic inclusion via the Bhashini platform and the necessity of bridging the 25.6% gender gap in digital access. It concludes with an actionable roadmap for operationalizing ethics by design, strengthening center-state coordination, and establishing robust institutional safeguards to ensure that AI serves as a tool for inclusive societal flourishing rather than a mechanism for power concentration or systemic bias.

KEYWORDS:   AI   Ethics,   UNESCO

Recommendation, India AI Mission, Algorithmic Bias, Digital Sovereignty, Human-Centric AI, India Readiness Assessment