I build systems, workflows, and internal tools that let teams scale without breaking.
Product Manager specializing in AI-powered workflows, internal dashboards, catalog systems, and high-leverage operational tools.
Projects
AI Stock Advisor
Simplifying complex financial indicators for everyday investors.
- • Used Streamlit + Ollama for natural-language explanations
- • Added EMA, RSI, Bollinger Bands in a clean, readable UI
- • Tech: Python, YFinance, Streamlit, Ollama
E2E Automation — SauceDemo
Built persona-driven test flows using Selenium WebDriver.
- • Improved coverage & reliability for regression testing
- • Persona-driven test flows design
- • Tech: Python, Selenium, Pandas
Internal CRM System
Built the internal CRM + workflow dashboard powering cataloging and AI image generation.
- • 100% adoption across ops team
- • 6× increase in client handling capacity
- • Replaced Google Sheets entirely
Workflow Optimization
Turned spreadsheet-driven operations into scalable internal systems.
- • Designed batch flows & QA cycles
- • Built enterprise client onboarding
- • Reduced onboarding time by 60%
Skills
Product
- • Jira
- • Notion
- • Figma
- • PRDs
- • User Journeys
- • Sprint Planning
Data
- • Power BI
- • Tableau
- • MySQL
- • Looker
- • Jupyter
Programming
- • Python
- • SQL
- • JavaScript
Libraries
- • Pandas
- • NumPy
- • Scrapy
- • BeautifulSoup
- • Streamlit
I combine product intuition with data analysis and system design to create workflows that scale.
Systems Thinking
Designing workflows that handle edge cases and scale gracefully
Data-Driven
Using metrics and analytics to guide product decisions
Execution Focus
Shipping high-leverage systems that teams actually adopt
How I Approach Product
My framework is simple. I start by understanding what breaks today, why it breaks, who feels the pain, and what the ideal workflow looks like.
Then I define clear transitions, the "happy path," the failure states, and the real-world guardrails. I work backward from operational reality — not idealized assumptions.
Reduce cognitive load
Make complex systems feel simple
Make next steps obvious
Clear transitions and user flows
Automate repetitive work
Eliminate manual processes
Bring visibility
Track throughput and failure states
Philosophy in Action
Every system I build starts with user pain points and ends with measurable impact
Notes, Thoughts & Small Experiments
Why Internal Tools Are Underrated
Most teams overlook the 10x leverage hidden in their ops workflows
Making Ops Teams Superhuman with AI Workflows
From manual data entry to intelligent automation
Workflow Design: The Art of Reducing Friction
Designing systems that feel invisible to users
Coming Soon
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Contact
I love talking about internal tools, workflows, early-stage execution, and AI-enabled operations.
Quick Response
I typically respond within 24 hours for product-related discussions and opportunities.