AI Product Manager
Aryan Batra. AI Product Manager. Hi! I'm Aryan.
Just a guy with an unreasonable obsession with shipping products that feel awesome.
Selected work
Four systems that shipped.(4)
Four systems, four case studies. The short version here, the full thinking behind each one a click away.
- 01NxtWave · 2025
Content Generation Pipeline
Six agents write the questions. Twelve more decide what survives.
Read the case study - 02NxtWave · 2025
AI Assistant
Knows the screen and the user, and asks back until it sticks.
Read the case study - 03Recruit CRM · 2024
Global AI Assistant
Say it in a sentence. The platform does the clicking.
Read the case study - 04Recruit CRM · 2024
AI Sourcing Agent
Describe the hire in a sentence, get a ranked, explained shortlist.
Read the case study
How I think
Everything worth making starts as a mess.
Constraints nobody wrote down. Requirements that contradict each other. Six people who each mean something different by good. No shape yet, just everything that is true at once.
How I got here
The titles kept changing. The question did not.
Every step was deliberate. I kept hitting the ceiling of UX and wanting to own the why, not just the how, so I built the analytical muscle while still in a design role, crossed into product through data, then into AI product by shipping.
2022
UI/UX Designer
Infraplan
First product surfaces that real users had to get through, not admire.
2022
Freelance Designer
Independent
Every client taught the same lesson: the brief is never the real problem.
Jun 2023
UX Trainee
Recruit CRM
Joined a real product team and learned how shipped software actually happens.
Nov 2023
UX Associate
Recruit CRM
Owned flows end to end, and started asking why behind every design call.
Nov 2024
Senior Associate Product Analyst
Recruit CRM
Crossed into data: funnels, experiments, and evidence that changed roadmaps.
Oct 2025
Associate Product Manager
NxtWaveNow
AI products for real learners, owned from research to ship.
What it added up to
30%
adoption in month one
AI Sourcing Agent
3x
free-to-paid conversion
PLG onboarding overhaul
$100K+
ARR unlocked
PLG onboarding overhaul
50+
demo bookings a month, from zero
Demo booking PLG
2-4wks
of sourcing time eliminated
AI Sourcing Agent
50%
lift in weekly adoption
Learning experience, NxtWave