The CALM Framework
Every project I lead is guided by a single system — CALM. It's not theory. It's the operational methodology I've applied across every product and team I've managed.
Featured Work
Led the full product lifecycle of TruXpense — an AI-powered smart expense tracking platform — from post-inception through live production deployment on iOS (App Store), Android (Google Play), and Web. Managed a cross-functional team of 8, defined AI feature requirements, led UAT, oversaw deployment, and executed go-to-market strategy.
Directed full SDLC delivery of MentorOS — a cloud-based SaaS mentorship platform — managing a distributed team of 15+ professionals across 5 time zones using Agile and Scrum methodologies.
Structured data-driven program frameworks and led digital campaign execution for youth mental health awareness initiatives across a fully remote US-based team.
Core Competencies
🤖 AI Product Management
- AI Feature Definition & Prioritisation
- ML Requirements & Acceptance Criteria
- Model Evaluation & Edge Case Design
- AI KPI Framework Design
- Cross-Platform AI Product Launch
📡 Remote Team Leadership
- Distributed Team Management
- Async-First Delivery Systems
- Multi-Timezone Coordination
- Agile & Scrum Leadership
- Sprint Planning & Retrospectives
🚀 Product Delivery
- Full SDLC Ownership
- Product Roadmap Development
- Go-to-Market Execution
- QA Leadership & UAT
- Live Product Troubleshooting
🤝 Stakeholder Management
- Executive-Level Reporting
- Contract Negotiation
- Risk & Issue Management
- Cross-Functional Alignment
- Requirements Gathering
📊 Delivery Frameworks
- Agile · Scrum · Kanban
- Waterfall · Hybrid
- Backlog Grooming & Refinement
- CALM Framework (Proprietary)
- Process Automation
🏥 Industry Experience
- Fintech & Digital Finance
- SaaS & Cloud Products
- Digital Health & HealthTech
- Non-Profit & NGO
- Government Digital Transformation
Tools & Platforms
Certifications
Ready to build something together?
Whether you're launching an AI product, scaling a remote team, or need clarity in complex delivery — let's talk.
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