A sales coach you can talk to.
Voice-first training for the questions field sales teams need to practise.
- My role
- Solo product builder
- Context
- Voice pipeline & UX
One moment
Loading the next possibility…
Engineer. Builder. Operator.
Hello there, welcome to my world.
From AI engineering
to product possibilities.
I build AI products at the intersection of technology, users and business.
Currently at Masters’ Union

Discover the work
Voice-first training for the questions field sales teams need to practise.
Marketplace analytics connecting campaign performance to leadership decisions.
A WhatsApp care journey connecting delivery, engagement and partner reporting.
Digital outreach architecture for a multi-state surveillance programme.
Explore the case studyGNN and graph attention research for knowledge representation.
Explore the case studyWhat’s new?
The DTC Challenge: working through demand, fulfilment and margin under real constraints.
DTC ChallengeConnecting programme, calendar, email and project signals into a useful operating system.
Intelligence OSBringing digital visibility to a family furniture manufacturing business.
Gokul Manufacturing
A little about me
My journey runs through AI and data science, healthcare technology, and now product and business at Masters’ Union.
I like working where a technical idea meets a human problem. Understanding the system, making something useful, and asking what actually changed.
How I work
Find the workflow, users and constraints before choosing a model.
Make ideas concrete through working products and real feedback.
Connect decisions to evidence, and make tradeoffs visible.
Notes along the way
Explore the writing archive for published stories.
Take the scenic route
Products, research, ventures and writing. Follow a thread and see where it takes you.
Follow the dotsThe next possibility
A product question, a collaboration, or just an interesting idea.
I’d love to hear from you.