Hi, I’m Kai.
I applied to business school as an Indian male IT professional, the largest group of applicants there is. I was admitted to INSEAD, LBS, HEC Paris, Cambridge, Oxford and IMD, and I chose INSEAD.
Before that I’d co-founded a startup in Bangalore, taught myself to code, and moved to Tokyo to build AI systems. Today I’m in London, where I lead AI at a startup.
After I made a video about my GMAT prep and getting into INSEAD, hundreds of people started writing to me every month with the same questions. I can’t answer everyone one to one, and I won’t charge what consultants charge.
I want to make the knowledge I wish I had when I was applying accessible to everyone, not only to the people who can pay a consultant. So I wrote down everything I know: twelve modules, the worksheets, twelve tools, and a connector that puts all of it inside your own Claude or ChatGPT. That’s this site.
When I’m not working, I love practising archery and travelling.

How I got here.
- 2025 to nowHead of AI, a startup in LondonBuilt the AI and engineering teams from scratch and the multi-agent platform behind the product.
- 2024MBA, INSEAD, France and SingaporeAI strategy and digital transformation, with AI ethics research under Prof. Theodoros Evgeniou.
- 2022 to 2024AI Lead, Computer Vision, Match GroupTinder and Hinge, across Japan, South Korea and the USA.
- 2020 to 2022Senior AI Engineer, Trust and Safety, Match GroupContent moderation systems for tens of millions of users.
- 2019 to 2020AI Engineer, Self-Driving, Ascent Robotics, TokyoComputer vision for LiDAR and camera fusion.
- 2018AI Engineer, Computer Vision, BangaloreRetail computer vision for P&G across India and Singapore.
