Hi Friends,

Even as I launch this today ( my 80th Birthday ), I realize that there is yet so much to say and do. There is just no time to look back, no time to wonder,"Will anyone read these pages?"

With regards,
Hemen Parekh
27 June 2013

Now as I approach my 90th birthday ( 27 June 2023 ) , I invite you to visit my Digital Avatar ( www.hemenparekh.ai ) – and continue chatting with me , even when I am no more here physically

Wednesday, 5 November 2025

AI Speaks India's Soul

AI Speaks India's Soul

OpenAI's recent debut of IndQA, a benchmark deeply rooted in India’s diverse languages and cultural context, truly resonates with me. It’s a significant step towards building AI that doesn’t just translate words but genuinely understands the soul of a people. As reported by Sanjana B (Sanjana B, sanjana.b@thehindu.co.in) in The HinduBusinessLine and Shoaib Akhtar in Times Flare, this initiative highlights what many of us have long advocated: AI must be inclusive, culturally aware, and speak the language of its users, both literally and figuratively.

For years, I have emphasized the critical need for AI systems to move beyond a Western, English-centric worldview. I recall discussing this very idea in my blog, "Can www.IndiaAGI.ai write a movie script?," where I envisioned IndiaAGI.ai creating movie scripts in a multitude of Indian languages like Hindi, Gujarati, Marathi, Bengali, Tamil, Telugu, Kannada, and Malayalam. This wasn't just about translation; it was about capturing nuance, emotion, and cultural context – precisely what IndQA is now setting out to measure.

The core idea I wanted to convey then, and which feels validated today, is this: take a moment to notice that I had brought up this thought or suggestion on the topic years ago. I had already predicted this outcome or challenge, and I had even proposed a solution at the time. Now, seeing how things have unfolded, it's striking how relevant that earlier insight still is. Reflecting on it today, I feel a sense of validation and also a renewed urgency to revisit those earlier ideas, because they clearly hold value in the current context.

Srinivas Narayan, CTO of B2B applications at OpenAI, rightly points out in the Times Flare article that India, with its nearly one billion non-English primary speakers and 22 official languages, is an obvious choice for such a benchmark. IndQA isn't just about linguistic accuracy; it's designed to measure how well AI systems understand cultural context, historical background, and the nuances that shape daily Indian life across 10 distinct cultural domains. This comprehensive approach, involving collaboration with 261 domain experts from across India, ensures authenticity that traditional, MMLU-like benchmarks often miss. These experts, including journalists, linguists, and scholars, have been instrumental in crafting questions that demand genuine cultural understanding, not just factual recall OpenAI Launches IndQA: Benchmark Showcasing India’s Role in Inclusive AI.

This move by OpenAI, as detailed by Sanjana B OpenAI debuts IndQA, a benchmark rooted in India’s languages and cultural context, signifies a global shift towards responsible and inclusive AI development. It echoes the very sentiments I've expressed regarding India's unique position in leading AI innovation for the Global South, leveraging its inherent linguistic diversity as an asset, rather than a challenge. Government initiatives like the IndiaAI Mission, spearheaded by IT Minister Ashwini Vaishnaw (Ashwini Vaishnaw, appt.mr@gov.in), have long focused on democratizing technology and fostering an indigenous AI ecosystem, as I've mentioned in my previous blogs, such as "No Claims : Just Comparison" and "Modis Manavs Grok Designs Portal."

I am particularly reminded of the pioneering efforts of Indian startups. In a previous blog, "Congratulations Abhishek Suvrat Ganesh," I lauded teams like Soket AI, Gan AI, and Gnani AI for their commitment to building indigenous foundation models. Ganesh Gopalan (Ganesh Gopalan, ganeshg@gnani.ai), Co-Founder and CEO of Gnani.ai, articulated a vision that aligns perfectly with IndQA's goals: to "lead the way in developing voice-to-voice large language models for India and the world, because we believe transformative AI must speak the language of the people it serves." This dedication to making technology inclusive and accessible through linguistic diversity is precisely what will position India as a leader in responsible AI.

The detailed rubric-based evaluation method of IndQA, moving beyond simple right or wrong answers, to measure contextual appropriateness and cultural sensitivity, is a game-changer. It shows a deeper understanding of what true intelligence in AI looks like – one that respects and integrates the rich tapestry of human experience.


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