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.
AI-powered logistics procurement at Freightender. Sixteen years at the intersection of supply chain and software.
What Lokesh sent us on WhatsApp on 15 September 2026, when we asked what the course had changed. These are real people with real portfolios, not marketing copy. Want to talk to Lokesh? I’ll intro you.
I spent years nodding in technical meetings, hoping nobody would ask me to go deeper. Eight weeks with Curious PM fixed that.
I can now hold a real conversation with engineers about LLMs, agents and evals. More importantly, I’ve shipped AI tools I actually use at work.
The ROI was obvious by Week 4.
✓✓Holds his own with engineers on LLMs, agents and evals.
Shipped AI tools he uses at work.
The ROI was obvious by Week 4.
GT Nexus
GT Nexus
Infor
Infor
Winmore
Freightender: AI for logistics procurement
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.
Shipping agentic AI into freight ops, where clever matters less than reliable.
Why he rebuilt it instead of bolting AI onto a legacy module.
Fragmented data and carrier integrations break models before models break.
Working on AI for logistics procurement.
Lokesh
Balaguru Sakthivel
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 Lokesh’s.
Real testimonials, not marketing copy. Want to talk to any of them? I’ll intro you.