Governments across the world have increasingly focused on creating national policy frameworks to take advantage of AI developments for their strategic national interests, as well as to adapt and adjust AI technologies that operate within their socio-cultural and political constraints (Schiff et al 2020). However, most empirical research has mainly utilized AI-related ethics documents produced by governments located in the Global North. In this study, we present a critical analysis of Responsible AI #AIforAll: Approach Document for India (thereafter, the Approach Paper), a national AI strategy document published by NITI Aayog, a premier public policy think-tank of the Government of India1. This document is one of the first of its kind in the Global South. Not only it would serve as an important public policy reference for creating and discussing responsible AI in India, but it also has potential to serve as an exemplary policy document for other developing countries. We identify and discuss key missing elements in the document such as lack of Indian context, deterministic framing, epistemic incompleteness, and inaccuracies. We conclude with a list of recommendations for improving the process of generating a national strategy document on responsible AI.