ProductManagerwhoships.
45% conversion lifts. $120M+ impact. Products people actually use.
I don't just spec products. I build them.
Three products I've been building to stay close to the craft — and to where AI is heading: an agentic orchestration platform, a memory layer your AI plugs into, and an AI shopping assistant for a real store. All shipped end to end, with the discipline I'd bring to your team.

Fluid
An agentic orchestration platform — and three real products built on top of it.
Fluid is a desktop platform with two layers: an orchestration engine that schedules, supervises, and recovers autonomous agents, and a module-agnostic shell on top of it that now runs three unrelated products — Job Hunt, Exam Hub, and Product Studio. The same shell runs all three, which is the whole point: it's a platform, not a one-off demo.

mdenh
The private memory your AI plugs into via MCP — memory you read and edit, not memory that reads you.
A memory-first AI product: instead of pasting your whole library into the prompt, your assistant queries a hosted memory over MCP and pulls only what's relevant — ~81% fewer tokens (5.3×), with answer quality measured separately and held. Built and shipped solo.


HomeRun
A self-initiated AI shopping assistant for a real Indian construction-materials store.
Describe a home project in plain language — 'I need to tile my 2 bathroom apartment' — and this assistant returns the right SKUs with quantities and checks you out on the store's real cart. Built unprompted for HomeRun (home-run.co), off a governed 326-product catalog, and pitched as a candidate recommendation with a 13-slide deck.
The through-line
I started in operations — learning how businesses actually work at ground level. Scaled a zero-revenue category to ₹20L/month. Fixed broken fulfillment. Led teams on the ground.
Then moved to product. Launched a new vertical from scratch. Ran hundreds of experiments. Drove 45% conversion growth. Built analytics infrastructure from nothing.
Now I build enabling infrastructure at enterprise scale — systems that power $120M+ in organizational initiatives.
The constant: I translate between what the business needs and what engineering can build. Computer science foundation. Operator instincts. Product thinking.
2019
Urban Company
Ops & Growth
2019
Urban Company
Ops & Growth
2021
Justdial
Associate PM
2021
Justdial
Associate PM
2024
Lowe's India
Product Manager
2024
Lowe's India
Product Manager
Selected Work
Case studies from operations, growth, and platform product work.
Turning browsers into business leads
Redesigned Justdial's core B2B sign-up flow end-to-end — information architecture, A/B testing design and copy, SEO integration, multi-platform deployment.
Building a new market from zero
0-to-1 launch of Justdial's at-home services vertical — demand validation, product roadmap, user acquisition strategy, and analytics infrastructure built from scratch.
Zero to 300 orders a day in 6 months
End-to-end ownership of Hyderabad's Salon Classic category launch — supply/demand management, partner onboarding, operational SOPs, team leadership.
The infrastructure behind $120M+ in impact
Product strategy for Genesis system in Sales Accounting — enabling major organizational modernization initiatives through stakeholder management across Finance, Settlements, Tax, Payments, and Engineering.
Skills & Tools
The craft and the toolkit.
Product
Tools
AI & Vibe Coding
Have questions? Ask away.
This agent knows everything about my career, projects, and what I'm looking for. Ask it anything a recruiter or hiring manager might want to know.
Hi! I'm Christin's portfolio agent. Ask me anything about his experience, projects, or what he's looking for.
Suggested questions
Powered by OpenRouter
Let's talk.
I'm currently open to new opportunities. If you're building something interesting, I'd love to hear about it.