Product leader who ships.
Now building AI-first.

18+ years leading product across Fintech, Insurtech, and Healthcare IT. I don't just write specs — I build the tools to prove the thinking, from working prototypes to production-ready AI systems.

01

Product Strategy

18 years turning ambiguous problems into shipped roadmaps — US Retirement fintech, insurtech, and healthcare IT.

02

AI-First Building

I prototype with the same tools I'd ask an engineering team to use — LLM APIs, local models, agentic workflows — to validate product thinking fast.

03

Advisory

Open to consulting engagements — product strategy, AI adoption, and hands-on build sprints for teams that need both judgment and execution.

Releases

Things I've shipped

3 releases
v1.2.0

FitCheck

Live
The problem

Job seekers apply blind — no clear read on how well their profile actually matches a role before they spend the effort applying.

What I built

An AI-powered job-fit analyzer that scores a candidate's fit against a job description and explains the gap in plain language. Built and deployed solo, DPDP 2023 compliant by design.

Stack
PythonFlaskGroq APIRender
v1.0.0

Multi-LLM MCP Setup

Live
The problem

Wanted to understand agentic tooling from the inside — not as a slide, but as a working system — and compare local model tradeoffs firsthand.

What I built

Connected two local Ollama models (qwen2.5:7b, llama3.2:3b) into Claude Desktop via custom FastMCP scripts, running fully local at zero API cost.

Stack
OllamaMCPFastMCPPython
v0.4.0

Agribot — Crop Disease Diagnosis

In development
The problem

Indian farmers often lack fast, affordable access to crop disease diagnosis — delays cost yield.

What I'm building

A bilingual (English/Hindi) web app — farmers upload a crop photo and get plain-language, actionable advice. Stateless architecture, DPDP-compliant by design, mobile-first.

Stack
Cloudflare Workers AIRedisRender
Changelog

Experience

2007 — present
APR 2024 — PRESENT

Product Owner & Strategist

CPP Assistance Services Pvt Ltd

Leading product strategy while building AI-first tooling to validate decisions hands-on rather than in slides alone.

SEP 2023 — APR 2024

Independent Study

Self-directed

Deep dive into AI tooling, local model deployment, and agentic workflows — the foundation for everything built since.

MAR 2021 — SEP 2023

Product Owner

R Systems International

Owned product decisions end to end across delivery cycles.

SEP 2010 — MAR 2021

Business System Analyst → Lead Business Analyst

Conduent

Progressed through three roles over a decade, including client-facing work with MetLife and Allied Life, in US Retirement fintech.

MAR 2007 — SEP 2010

Senior Analyst

Hewitt Associates LLC

Where it started — foundational years in retirement benefits analysis.

Let's build something, or talk strategy.

Open to full-time product leadership roles, and to advisory or build-sprint engagements for teams navigating AI-first product work.

contact@vibhorkush.com