Database-connected AI chatbot
A chatbot built in five stages, from a plain OpenAI call to one that holds conversation memory, calls tools and answers from a live database.
Memory was the smallest change with the largest effect.
Technical product manager at Flexera, owning $62M of enterprise SaaS. Nine years across analysis, programmes and product.
What Ullas sent us on WhatsApp on 31 August 2026, when we asked what he had liked about the course. These are real people with real portfolios, not marketing copy. Want to talk to Ullas? I’ll intro you.
I loved building a product live: completely hands-on, rather than just theory.
There was quick support after the classes to build our own ideas, and it carried on after the course was over.
And I came away with a product portfolio built around my own experience, made for me and nobody else.
✓✓Built a product live, hands-on.
Quick support after class, and after the course.
A portfolio built around his experience.
ITC Infotech
Stellapps Technologies
ITC Infotech
Flexera: FlexNet Operations and InstallShield
Cohort 07, with 18 other PMs
A chatbot built in five stages, from a plain OpenAI call to one that holds conversation memory, calls tools and answers from a live database.
Memory was the smallest change with the largest effect.
Semantic search over a thousand podcast episodes, then the same engine exposed over the Model Context Protocol so an AI assistant can search, keep notes and run research briefs.
An MCP endpoint is a live API: ship it with auth.
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.
Working on FlexNet Operations and InstallShield.
Ullas
Balaguru Sakthivel
Lokesh Radhakrishna
Disha Somra
LC Lokesh Chandariya
HR Hanumesh Rajalbandi
VP Vinod Pattan
NS Nikhil Sancheti
AK Anuj Kantharia
O Osho
SR Sreenivas Rajagopal
PV Prithvi Velsa
SC Swathi Chandrasekaran
SB Saurabh Biswas
A Abhinav
AZ Aditi Zutshi
J Jahnavi
AG Archit Gulati
YG Yashashvi Goel
Every PM from Cohort 07. Tap a face to meet them.
Eight weekends of building real AI products with a small group of PMs. You leave with a portfolio like Ullas’s.
Real testimonials, not marketing copy. Want to talk to any of them? I’ll intro you.