Modular AI chatbot platform
A series of chatbots, each a step further: from a basic prototype to one with memory, tools and a database behind it.
What makes a chatbot useful is memory and tools, not the model alone.
Twelve years in market and competitive intelligence at VMware and IBM, now consulting independently on growth for coaches and small businesses.
What Saurav wrote about the course after Cohort 08. These are real people with real portfolios, not marketing copy. Want to talk to Saurav? I’ll intro you.
Ankit has been a wonderful mentor throughout my journey. His hands-on expertise in AI and Product Management is truly valuable.
These 8 weekends with Ankit and his team include excellent 1:1 coaching and continuous support. Ankit is always approachable and ready to guide whenever you need help.
I highly recommend learning from him!
✓✓1:1 coaching and continuous support.
Always approachable, ready to guide.
Hands-on expertise in AI and product.
Infoholic Research
VMware
VMware
IBM
Cohort 08, August 2026
A series of chatbots, each a step further: from a basic prototype to one with memory, tools and a database behind it.
What makes a chatbot useful is memory and tools, not the model alone.
Turns podcast episodes into vector embeddings, so you can ask a question and get the answer from what was actually said.
How retrieval keeps an answer grounded in real content.
One agent loop that searches and reads the web, remembers you between sessions, runs a job search from your resume and answers the phone, with chat and voice sharing one memory.
The assistant grows by registering tools, not by adding branches.
Years as an analyst, now a product manager: what makes competitive work useful to a roadmap, and what makes it noise.
Growth systems for wellness coaches, where the goal is not more calls on the calendar but more qualified ones.
The lesson from years of market research at VMware that took longest to learn: a well-built report is not the goal, a decision is.
Saurav
Prabhakar Arya A
Junisha Malkani
Shivaprasad Patil
Nishant Pandita
Sidhartha Pooboni
Sunil S Sakri
Raunak Pandey
Ranjith Kurukkath
Vinit Gujarathi
Pradeep Reddy
Vidhika Chakravarti
Lokesh Leel
Karine Majdalani
Guru Prasad
Neeharika Parasa
Every face has a story. Tap one to read it.
Eight weekends of building real AI products with a small group of PMs. You leave with a portfolio like Saurav’s.
Real testimonials, not marketing copy. Want to talk to any of them? I’ll intro you.