Product manager who builds. Seven years shipping ecommerce and AI products at Amazon and high-growth startups, the last two spent moving from writing specs to shipping the code behind them.
My path has run no-code to low-code to code-first: prototyping on Lovable and n8n, then working directly with APIs, vector databases, and Chrome extension internals. I sit between product and engineering, fluent enough in code to build and ship, close enough to the problem to build the right thing. Hand me a fuzzy business problem and I come back with a working agent, scraper, or tool that real people use.
Everything in this profile started as a problem I hit as a PM, a job seeker, or for a client, then became working software.
🔧 Currently building agentic and automation tools, and open to AI PM / AI builder roles and AI automation projects.
🛒 AI for ecommerce — catalog quality scoring, answer engine optimization, product data intelligence, defect detection
🤖 Multi-agent systems — orchestration, self-correction loops, human-in-the-loop validation, agentic document processing
⚡ Workflow automation — n8n on Railway, Apify scrapers, Gemini/Claude API pipelines, MCP integrations
🧩 Chrome extensions and dev tools — solving PM and job search pain points with working code
Hackathon Build · Lyzr Architect · Multi-agent orchestration · AEO · Gemini API · Apify
Audit tool for Amazon product listings that tests AI discoverability. 6 agents run in parallel: compliance defect detection, real Gemini visibility testing (actual API calls, not simulated), competitor benchmarking, AI-optimized rewrite proposals, and before/after score simulation. Outputs an AI Readiness Score (0-100).
Why it matters: 37% of consumers now start product research in AI chatbots. 64% plan to use AI for shopping in 2026. Listings built for human search are invisible to AI agents. This tool audits the gap.
Published Chrome Extension (Freemium) · Manifest V3 · JavaScript · SheetJS
Bulk product and SKU scraper for Myntra product (PDP) and listing (PLP) pages. Exports a multi-sheet XLSX (Products, Sizes, Variants, Offers) with opt-in deep-detail enrichment and multi-page resume. Live on the Chrome Web Store and shipping to real users.
Consulting Project · OCR + LLM · Multi-agent orchestration · Human-in-loop validation
Horizontal agentic platform for document classification, extraction, validation, and routing. Demoed for Amazon 1P seller onboarding with FSSAI license cross-validation. Modeled on ₹50L/month delayed GMV; targets 80% reduction in manual review.
Personal Project · Chrome Extension · Gemini API · Apify · JavaScript
Real estate listing analyzer that scrapes property data from 99acres.com and MagicBricks, runs multi-factor ROI calculation (unit economics, market trends, appreciation benchmarks), and surfaces affluence scores. Saves 15-20 mins per property decision for tier-1 metro investor screening.
Personal Project · mfdata.in API · n8n · Gemini Flash Lite · Lovable
Mutual fund overlap analyzer that surfaces hidden stock duplication and sector concentration across retail portfolios. Runs 7 macro scenario stress tests (RBI hikes, FII exits, rupee depreciation, others) and flags funds that quietly agree on the same 30 holdings. Identifies accidental sector bets and ₹5K+/year in redundant fees.
Personal Project · n8n · Apify · Qdrant Vector DB · Gemini API · Next.js
Dual-pipeline scraper that ingests LinkedIn hiring posts and job listings, runs AI field extraction and semantic dedup, outputs ranked PM opportunities with hiring urgency scores. Replaces 3-4 hrs/week of manual job hunting.
Personal Project · JavaScript · Chrome Extension · 100+ MAU
Chrome extension that adds tagging, filtering, and search to LinkedIn saved posts. Solves a native UX gap LinkedIn has ignored for years. Daily-use tool; saves ~20-30 min/week.
Consulting Project · Claude Code · n8n MCP · Gemini API · Apify
Every Monday 8am IST, automatically pulls Mint finance articles, ranks them for virality using Gemini AI, generates 3 Instagram video scripts in the client's writing style, and emails them. Zero manual intervention.
Hackathon (2nd Place) · Claude · Gemini API · Lovable
CFO tool that detects cross-system payment mismatches between bank, gateway, ERP, and inventory. Explains causes in plain language and routes approvals via human-in-the-loop.
Assignment · n8n on Railway · Supabase pgvector · Gemini API · Apify · Lovable
AI platform with CV ingestion, auto-expanding skill taxonomy, hybrid semantic + structured search, and LinkedIn candidate change tracking with alerts. Returns ranked candidates in seconds vs hours of manual screening.
Before building independently, I shipped production AI systems at Amazon scale:
- Rufus Search Defect Evaluation Framework — Designed defect evaluation across 150+ product types for Amazon's AI shopping assistant. Improved Precision@5 from 20% to 80% for Health and Personal Care queries
- LLM Catalog Quality Summaries (CDQ Hawk) — Shipped LLM-generated defect summaries inside Amazon's central catalog quality tool. Saved ~2-3 hrs/week per user across 1,000+ users globally
- Agentic Brand MBR Generator — Multi-agent workflow automating tailored monthly business reports and marketing pitches for top 20 brands. Saved ~3 hours per report
- 🏆 Top 1% performance rating at Amazon (2025)
- 🥈 2nd place — Designathon (30+ participants)
- 🏅 9th of 70+ — Hi-Devs Agentic AI Buildathon
- 📜 Certifications: n8n Level 1 · Claude 101 · Lyzr Agentic AI · Lovable Level 1 · Qdrant Basics · Build AI Agents (Amazon Internal)
- 🏙️ Based in Bangalore, India
I build AI tools that solve real operational problems, not demos that look good on Twitter and break in production. If you're hiring an AI PM who ships working systems, let's talk.