Product Manager · AI-native builder

Product, built
AI-first
from spec to shipped.

Product owner and engineer who turns ambiguous requirements into shipped software. I build AI into every stage of the product lifecycle — living in Claude & Claude Code and defaulting to "can AI do this part?" first.

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impact.log
0+
features shipped on schedule
0%
faster delivery cycle time
0%
faster page loads owned
~0h
saved per sprint via AI
~3 yrs across engineering, design & QA · converting regulator requirements into shipped software.
PRODUCT OWNERSHIPAI AUTOMATIONSPEC-TO-SHIP DELIVERY0-TO-1 MVPsPRODUCT OWNERSHIPAI AUTOMATIONSPEC-TO-SHIP DELIVERY0-TO-1 MVPs
The approach

I run delivery like a product owner and build like an engineer — chasing decisions to closure, flagging risk before it becomes a fire, and reaching for AI on every task that shouldn't need a human.

How I work

An AI copilot at every stage of product

I don't bolt AI on at the end — it runs through the whole lifecycle, from discovery to shipped code to the retro. Here's where it earns its keep.

01 · DISCOVER

Research & framing

Synthesize regulator docs, competitor scans, and user interviews into crisp problem statements — cutting prospect research effort 70%.

Claude synthesis Opportunity mapping
02 · DEFINE

Specs & acceptance criteria

Turn requirements into PRDs with owners and acceptance criteria — AI drafts, I edit for judgment. Saves ~8 team hours every sprint.

PRD drafting Spec cadence
03 · BUILD

Ship with Claude Code

Prototype and ship real React/TypeScript with Claude Code as a pair — shipped 12+ features on schedule and cut cycle time 25%.

Claude Code Rapid prototyping
04 · MEASURE

Evals, analytics & iterate

Run AI evals on model outputs and query 50K+ records in SQL to close the loop — resolving issues ~20% faster.

AI evals SQL · analytics
Selected work

Products & case studies

From regulated SaaS to 0-to-1 AI platforms and a bootstrapped D2C brand — here's a slice.

E Founder · PM

ElevateOS

AI-powered B2B sales platform · 0→1

Defined and built an AI platform automating prospect research, outreach, and campaign execution — from CSV lead import to review-ready personalized campaigns.

70%
less research effort
MVP
strategy → shipped
C Associate PM

CARS24 · Ops model

Nested-task staffing model · live React app

Built a real-time what-if staffing model across 10+ inputs, scaling 10–1,000 cars over 2 hub formats, with a one-page PDF export ops leads present to stakeholders.

26%
headcount cut
2.5k
min/day saved
View live project →
I SWE · Acting PO

IRIS RegTech

Regulatory reporting SaaS for global regulators

Ran spec-to-ship delivery across eng, design & QA — converting EY and Kuwait CMA requirements into clear specs, owners, and acceptance criteria. Automated status tracking, spec drafts, and reports with Claude.

55%
smaller API payloads
50K+
records analyzed in SQL
U Founder · Operator

UrbanSoch.com

Bootstrapped D2C perfume brand · full P&L

Ran a 3-SKU D2C brand end-to-end — sourcing, branding, paid ads, fulfillment, CX. Built COD verification and WhatsApp nurture flows that moved the core metrics.

70→40%
RTO reduced
20%
organic repeat rate
Experience

The track record

Jan 2024 – Present
Navi Mumbai

Software Engineer · Product Owner (Acting)

IRIS RegTech Solutions Ltd
  • Shipped 12+ cross-functional features on schedule, converting EY & Kuwait CMA requirements into clear specs, owners, and acceptance criteria.
  • Saved ~8 team hours per sprint automating status tracking, spec drafts, and reports with Claude & Claude Code.
  • Cut delivery cycle time 25% and issue-resolution time ~20% via a shared spec cadence and AI copilots in the escalation funnel.
2026 – Present
Navi Mumbai

Product Manager & Founder

ElevateOS
  • Led 0-to-1 product strategy, UX design, roadmap, and MVP development for an AI sales platform.
  • Reduced prospect research effort 70% through AI company analysis, opportunity discovery, and insights.
2026
Gurugram

Associate Product Manager

CARS24 · live project
  • Cut modelled cleaning headcount 26% (31→23) with a nested-task staffing model for a live ops brief.
  • Enabled real-time what-if planning across 10+ inputs in a React app, with shareable one-page PDF exports.
Nov 2023 – Apr 2024
Navi Mumbai

Founder & Operator

UrbanSoch.com
  • Launched a 3-SKU D2C brand owning sourcing, branding, ads, fulfillment, CX, and P&L end-to-end.
  • Cut RTO 70%→40% with COD verification and WhatsApp confirmation; drove 20% organic repeat rate.
AI-first toolkit

"Can AI do this part?" — asked on every task.

Living in Claude & Claude Code to automate process overhead, draft specs, run evals, and keep delivery moving.

AI & Automation
Claude Claude Code Codex Prompt Engineering AI Evals AI Copilots Process Automation
Product
Roadmapping PRD Writing User Research A/B Testing MVP · GTM Agile · Scrum Pricing
Technical & Data
TypeScript React SQL AWS Figma Jira · Notion Tableau · Power BI
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Let's talk

Building something?
Let's make it ship.