Guiding Product teams through the fog of ambiguity towards product clarity and growth. A few of my current projects related to AI include: - Lead an AI native Product Squad (Devs, PMs, QA all using AI tools to deliver 10X) to support platform and user experience transformation initiatives at Global Top #5 Bank for their Capital Markets business line. - Led an agentic AI startup as Fractional Product Leader, implementing MVP validation frameworks that focused team execution(through ICP Definition and Positioning) and saw a 20% increase in trial customers (through B2B Product Led Growth Strategy). - Developed an end-end workflow automation product for a North American Structural Engineering Firm using n8n, MathCAD Prime MCP server and Claude Code. - Created a customer discovery system AI agent that transformed 100+ interviews/surveys into actionable insights for rapid product development, through an integration of Replit, Gong and ProductBoard (Output sent to Google Suite).

As a Product Management Coach and instructor at Circuit Stream, I lead a learner centered bootcamp covering core product management topics such as product lifecycle, market research, roadmap development, user experience, product analytics and agile methodologies. Learners gain hands on experience to conceptualize, design, and plan the launch of a viable product. Through market analysis, customer persona development, and strategic planning, they will produce a prototype, tested with real users, and supported by a detailed product execution plan over a period of 21 weeks. They get hands on training on tools like JIRA, MixPanel, Amplitude,Figma + basic SQL and Prompt Engineering. This program is offered in partnerships with both University of Toronto & McGill University.

At the York University, School of Continuing Studies, I share my learnings as a Product Leader to develop and teach the Certificate in Product Management & Certificate in User Experience (UX) Design Programs. My courses (CSPM1020, CSUE1110) focus on the business value and principles of User Experience Design, User Research and Product Management.

Procurify helps companies achieve their goals effectively with intelligent spend management. Finance and operations teams want the right amount of control and visibility to budgets and spending across the company while supporting an empowered team spend culture. We fulfil this need and go beyond tracking transactions to nudging effective spending behaviour within teams through timely insights. Key Results: As a member of the Exec team, I led the Product management and Design teams and help unify multiple existing product portfolios to reposition the product as Procure-to-Pay software, helping drive 40% revenue growth and improving NPS by 30+ points. These milestones led to $50 million USD in a Series C funding round. The Product teams I led have innovated on the following portfolios: 1) Core Spend Platform - Expense Management, Auto-Invoice Reconciliation, Purchase Order Approvals 2) Bill Payments - Scheduled Payments through Cheque, ACH, Wire Transfer in multiple currencies 3) Spending Cards - Physical and Virtual Purchase cards with granular rules to control and manage spend by type or vendor. 4) APIs and Integrations - Public API Launch. Integrate Procure to Pay experience on Procurify with ERPs like Netsuite, QuickBooks Online, Sage Intaact , Microsoft Dynamics and Xero // Punchout Vendors like Amazon , Grainger , Staples, Fischer Scientific etc 5) Reporting and Analytics - Real time analytics to manage budget overage and rogue spend. Rebuilt Product and Design teams from the ground up (1->7 PMs), fostering growth through mentorship and creating a product culture of experimentation. - Created the first ever Product Team Growth Ladder (Principle Product tenets/ PM Levelling and Promotion Rubric) and Operating Cadence for roadmap planning and customer metrics review. Directly managed 7 PMs and One Design Manager (4 Designers). - Promoted 3 PMs/1 DM. Launched the “Associate PM” program to improve in-house knowledge retention and employee career growth.