Some honest takes and reviews from the audience.

“Last week, I joined a workshop with Gayathri Keerthana (GK) Shanmuga Sundaram and Jason P. Yoong that felt like someone finally put words to how I already think about AI products. The most powerful part? We spent more time writing plain-language definitions of success and failure than tweaking formulas.”

“GK was excellent to work with. She supported us across AI workshops and AI course tutoring, and consistently delivered high-quality, well-structured materials and outputs… she genuinely cared about achieving strong outcomes, not just ‘completing tasks.’ … I strongly recommend her for training delivery/support and for helping early-stage startups, especially across AI, marketing, and product.”

“I have not come across many such product leaders in my 14 years of experience in tech and product management, including a decade at Amazon… she has the acumen to integrate different methodologies into a cohesive strategy… Her entrepreneurial spirit, customer obsession, and innovative problem-solving skills will undoubtedly enable her…”

“We were seeking a product owner […] to help us understand how the ML model can be leveraged to solve concrete business problems and surface actionable insights for business users. This is where Gayathri shone… Gayathri's contributions have not only advanced the team's understanding of customer behavior but have also set new benchmarks for how we leverage machine learning in business.”

“Her ability to implement complex economic models with practical business applications has significantly advanced our delivery optimization strategies… Her leadership in driving research for business decisions, steering high-impact projects, unblocking challenges through cross-functional collaboration and achieving measurable ROI.”

“I have seen her leadership, customer obsession and ability to solve complex problems with technical acumen… Her ability to thrive in ambiguous situations, collaborate effectively with both technical and business stakeholders, and balance customer needs with internal constraints makes her an invaluable asset.”

“Getting started with SPEC engineering has been much easier thanks to this workshop. I highly recommend it. I'm not a technical person, and the way they guided us step by step was a huge help.”

“If you have a basic understanding of product management, claude code skills, and harnessing, this course is going to help you get an idea on how the agentic coding harnessing could be architected, based on the “building backwards” principles from Amazon. I think you would benefit from the the course if you are more technical, but I think it is equally beneficial for non-tech people who would like to take GK's framework and start vibe coding without facing AI-generated slops.”

“I've attended a few lightning sessions with GK before this and then attended this one. It's hours of jam packed practical information and advice that can be helpful at any level of AI fluency. Really glad I attended this one and am looking forward to introducing concepts (working backwards, 5 whys, decision maker, bar raiser) to my company.”

“Good course, definitely great value. The instructor explained things very well and clearly in details.”

“Great workshop, no fluff and provides a practical framework to build AI pm artifacts.”

“A fantastic course with tons of actionable take-aways”

“Unlike tackling pure tech concepts, which probably would not have added. Alot of value to my role as an AI engineering transitioning to Product, this workshop addressed the business and product aspects of working with AI. A very good workshop!”