As a product and technology leader across various large and medium sized organisations across the world, I have blended research-driven insights into building scalable data and marketplace platforms. I have hands-on deep domain knowledge and experience in Search and Recommendation systems, eCommerce, and Supply Chain and Logistics leveraging Geospatial & Indoor navigational technologies. Over the last 3 decades I have successfully created and nurtured businesses across USA, India, Europe, Singapore and Canada. I now serve as a Product & Technology Strategy Advisor and Mentor to various startups and accelerators, helping them transform their product lines from unit operations into scalable multi-tenanted, ARR-based SaaS platform solutions. I find the most rewarding challenges in guiding the founding/C-team in making the right tech and product leadership hires in accordance with their next phase of growth. Almost equally, I take joy in guiding the product and tech teams in navigating through the myriad AI techniques including LLMs, RL, etc to build the right product features such as high dimensional search or natural language conversational interfaces for product discovery, etc. Publications & Citations: http://tinyurl.com/m3ae4ut