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.
Head of Product at SILQFi, solving credit for SMEs. Eight years at Google before that, across Pay, Ads, Marketing and Cloud.
What Balaguru sent us on WhatsApp on 6 September 2026, when we asked what the course had changed. His words, lightly trimmed. These are real people with real portfolios, not marketing copy. Want to talk to Balaguru? I’ll intro you.
The team and Ankit stayed true to what they promised, from the beginning till the end of the course.
They went overboard to make sure we got the right tool access, and were always open to 1:1 sessions outside the regular lectures. The cohort had a good number of experienced people, and that showed in the questions asked.
After the course, I don’t use AI without understanding how it works, and that definitely makes a difference. I’d highly recommend it to anyone who wants to quickly understand what’s going on in AI and what it means for product managers.
✓✓Knows how AI works before he uses it.
Took 1:1 sessions outside the lectures.
Recommends it to PMs who want the AI picture fast.
Google Marketing, Singapore
Google Cloud, London
Google Ads
Google Pay
SILQFi: credit for SMEs
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.
Balaguru
Lokesh Radhakrishna
Disha Somra
Ullas D.P
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 Balaguru’s.
Real testimonials, not marketing copy. Want to talk to any of them? I’ll intro you.