About me

I build customer-centered products and solution narratives that make life and work easier and more enjoyable. With 6+ years of experience leading engineering and consulting projects across Canada and the U.S., I have learned how to run discovery conversations, align diverse stakeholders, and deliver results.

I began my career managing multi-million-dollar infrastructure projects, balancing innovation, compliance, and customer needs. That experience taught me how to devise strategies, make high-impact tradeoffs, and keep both customer and business outcomes at the center of every decision.

I am currently an MBA candidate at the Rotman School of Management, focused on product management and technology strategy. I enjoy working at the intersection of customer insight, technical depth, and data-informed decision making. Recently, I have:

  • Built an n8n AI agent to automate interview preparation
  • Shipped StyleMaven, a styling assistant that provides cohesive outfit recommendations
  • Designed FamLink, an app helping immigrant parents navigate travel and healthcare
  • Created Numina, a platform for creating custom calculators

I am passionate about turning customer insights into clear product and solution direction, partnering cross-functionally to execute, and measuring impact through strong success metrics.

Check out my product portfolio.

My Top Projects

  • MoneyFit

    n8n AI Agent for Interview Prep

    Designed and deployed a low-code n8n interview preparation AI research agent that synthesizes company information from primary sources into audio-optimized briefings, incorporating guardrails, text-to-speech constraints, and lightweight memory to support reliable interview preparation


    Tech Stack: n8n | OpenAI (Chat, Moderation, Text-to-Speech) | Google Gemini (LLM Tool) | Simple Memory


  • MoneyFit

    System Architecture of n8n AI Agent

    My Medium blog documents the system architecture behind a low-code n8n AI interview research agent I built, covering workflow orchestration, structured prompting, guardrails and error handling, memory design, and practical solutions for text-to-speech constraints to ensure reliable, production-ready outputs


    Read technical doc on Medium
  • MoneyFit

    StyleMaven: Personal Styling App

    Shipped StyleMaven through Lovable, an AI tool helping users create cohesive outfits from single clothing items; designed a category-based input framework and "stylist-approved" logic to deliver personalized, vibe-driven results


    Tech Stack: Lovable | Supabase | OpenAI API


    Try the styling experience
  • FamLink

    FamLink: Mobile App for Visiting Parents

    Built a mobile app prototype for visiting parents of North American immigrants, leading user research and competitive analysis to design assisted flight booking, curated local activities, and short-term health services, while developing personas, journey maps, and a prioritized MVP roadmap with go-to-market planning


    Tech Stack: Figma | SurveyMonkey


    Watch the pitch
  • MoneyFit

    MoneyFit: Gamified Financial Literacy

    As a finalist in 2025 CIBC Product Strategy Case Competition, designed MoneyFit, a gamified financial literacy feature for CIBC, conducted user research, competitor analysis, and cost–benefit assessment to target young professionals


    See product idea
  • MoneyFit

    Numina: Custom Calculator Platform

    Built Numina, an AI custom calculator platform; scoped MVP for community marketplace, designed natural language query UX


    Explore Numina

What i'm doing

Tools & Frameworks

Experience

Education

  1. University of Toronto - Rotman School of Management

    Full- Time MBA | Sep 2025 - May 2027


    Associations
    - 1st Year Elected Rep for Business Technology Association and South Asian Business Association
    - Member of Management Consulting, Business Design, Rotman Operations Management, and Women in Management
    - FinHub Student Fellow (FinTech)

    Scholarships
    - Entrance Scholarship
    - Mary Jane Felker Fellowship

    Case Competitions
    - Incoming Students Case Competition: 2nd Place
    - CIBC Product Growth Strategy Case Competition: Finalist
    - Kearney Case Competition: Semi-Finalist
    - NaviGATE: Participant

  2. UCLA

    Master of Science, MS | Grade: 3.96/4


    - Member of Graduate Indian Student Association (GISA)
    - Teaching Assistant for 2 courses

  3. Aligarh Muslim University

    Bachelor of Technology, Civil Engineering | Grade: 9.68/10


    - Girls’ Coordinator, ZARF '17 (annual cultural fest of engineering faculty)
    - Publicity Coordinator, AMU American Society of Civil Engineers International Student Chapter
    - Dorm's Senior Sports Secretary
    - Dorm's Grievance Redressal Representative
    - Dorm's Anti-Ragging Committee Member

Experience

  1. Lead Engineer at Carollo Engineers | Vancouver, BC | Canada

    Jan 2023 — May 2025


    - Facilitated workshops and led coordination across 5 engineers, 4 subconsultants, and 22 client teams to define water-saving goals for 2.6M+ residents; delivered demand model-driven targets and implementation roadmap

    - Prioritized infrastructure investments for a regional water system in British Columbia; scoped $17.7M in upgrades, created pricing model, and secured board approval to align services with projected growth

    - Managed 3 interns with 2 receiving full-time offers through performance coaching and targeted project assignments

  2. Engineer at Arcadis | Orange Country, California | United States

    Nov 2018 — Dec 2022


    - Led $1.5M cross-functional project delivering Urban Water Management Plans for 22 clients; managed 9 engineers and 3 subconsultants, and drove stakeholder alignment to ensure adoption and State Water Code compliance

    - Defined operational workflows and startup protocols for $75M+ water treatment plant serving 35K residents; aligned plan with client and technical specs to ensure regulatory approval and operational launch-readiness

    - Evaluated water demands for 2 developments (2,800+ residential units); created demand forecasts and regulatory reports to meet Water Code and Senate Bill requirements, enabling project approvals

Portfolio

Blog