Vinay V P
Work Blog About Book a call ↗
Work Blog About Book a call ↗
Portfolio · 2026 Bengaluru · IND

Vinay V P

The PM who ships it himself, from discovery to deploy.

Engineer-turned-PM with five years in tech. I came up writing production code, so I own products end to end, from discovery to launch, and partner with engineering and design as an equal. Pure PMs can't write the RAG pipeline; pure engineers don't run GTM. I do both.

85k+
Users on a platform built from zero, and it won
₹4Cr
Annual revenue, advised as founding consultant
100+
Sources in a RAG pipeline, shipped solo
Selected Work Context · Problem · Solution · Wins

What I've owned

2 projects

Products I led end to end inside a company: roadmap, metrics, and cross-functional delivery.

01

PRISM

Varahe Analytics · Since 2023

An insights platform that replaced static PDF reports with interactive, role-based data exploration.

+
Context

At Varahe Analytics, leadership and field teams ran on static PDF reports: slow to produce, impossible to interrogate, and stale the moment they shipped.

Problem

Decision-makers could not slice the data themselves. Every new question meant another report request and another wait, so insight stayed bottlenecked behind a document.

Solution

I led PRISM end to end, building interactive, role-based data exploration. I aligned engineering, data, and field teams around a single roadmap and shipped Phase 1 in six months. I now lead Prism AI, a natural-language layer built on a RAG stack.

Wins
6 mo
Phase 1 shipped, end to end
Zero
Static PDF reports remaining
3 teams
Eng, data & field aligned
RAG
Prism AI now in flight
02

MLC Elections Platform

Karnataka · 2024

A constituency-scale data platform built from scratch under a hard, immovable deadline.

+
Context

For the South-West Graduates Constituency MLC election, a first-time candidate needed a data and outreach platform serving 85,000+ voters. Nothing existed.

Problem

Fast-moving, messy data had to become real-time insight, and a calling team had to be trained and measured, all before a fixed election date that would not move.

Solution

As Technical Head, I owned end-to-end delivery across engineering, field ops, and leadership. I built a custom LMS for the calling team and an automated pipeline that linked training to caller output and quality, so impact showed up directly in the data.

Wins
85k+
Voters served by the platform
From 0
Built under a hard deadline
Real-time
Insights driving decisions
Win
Helped a first-time candidate win

What I've built

2 projects

Founder-level builds I designed and shipped myself, from first commit to launch.

01

Nitya AI

RAG · Flutter · Firebase

A context-aware RAG assistant with source-grounded answers, built end to end.

+
Context

A founder build: an AI assistant that needed to answer reliably across a sprawling, heterogeneous body of source material.

Problem

Generic LLM answers were not trustworthy; responses had to be grounded in real sources and stay accurate as the underlying material kept growing.

Solution

I built a context-aware RAG assistant that returns source-grounded answers, backed by a data pipeline ingesting inputs from 100+ sources, shipped on a Flutter + Firebase stack.

Wins
100+
Sources in the data pipeline
Grounded
Every answer cites its source
E2E
Designed and built solo
RAG
Retrieval-augmented from scratch
02

HerRhythm

Founder Build · Full-stack

A coach dashboard platform built hands-on with the founder, so she could scale past manual ops.

+
Context

A solo coach was running her whole practice by hand. Scheduling, client tracking, and programming lived across spreadsheets and DMs, which quietly capped how many clients she could take on.

Problem

Growth was bottlenecked by operations, not demand. Without one place to manage clients and delivery, every new client added overhead instead of leverage.

Solution

I built the coach dashboard end to end, working directly alongside the founder: a full-stack platform to manage clients, schedules, and programming in one place, shipped fast and iterated against her real workflow.

Wins
Scale
Grew faster than planned
1:1
Built hands-on with the founder
Full-stack
Designed & shipped end to end
Live
Replaced manual spreadsheet ops
The Blog

Writing & notes

Self-hosted thinking on building products, shipping under pressure, and the move from code to roadmap.

The Blog

Building something similar? Let's talk. Book a 30-min call ↗
About

I came up writing production code. Now I own the product.

I started as a software engineer, hardening production systems and integrating APIs, then led backend delivery as a Team Lead, setting the coding standards, QA, and CI/CD that a product runs on.

That foundation is why I move fast as a PM. I own my product area independently, define the metrics that tell me whether it worked, and partner with engineering as an equal. Alongside that I take on founder-level builds, from a coach dashboard to a RAG assistant, and advise startups on product, GTM, and automation.

Schedule Book a 30-min call ↗ Email contact@vinayamin.com ↗ Connect LinkedIn ↗
© 2026 Vinay V P · Bengaluru Designed in the open