Thoughts & Perspectives
Documenting the journey of building, scaling, and the evolving relationship with AI.
The Rise of Agentic AI: From Chatbots to Workers
We're moving from 'chat with data' to 'execute workflows'. How to design autonomous agents that can actually do the work.
Why Dubai is the Next Global AI Capital
Silicon Valley innovation meets Gulf ambition. Why I'm betting on Dubai's ecosystem for the next wave of AI products.
Digital Health in the UAE: Navigating NABIDH and Malaffi
Interoperability isn't just compliance—it's strategy. How to build health-tech that leverages the UAE's world-class HIE infrastructure.
The AI Product Leader's Playbook for 2026
Managing probabilistic outcomes, token economics, and human-in-the-loop workflows. The old PM playbook is broken; here's the new one.
AI Leverage: Beyond the Buzzwords in US Healthcare
Why most AI integrations fail and how to build systems that actually learn from clinical constraints.
The Product Operator: Shifting from Roadmap to Execution
A deep dive into the philosophy of shipping, scaling, and owning the outcome.
Building in Public: Why Radical Transparency Wins
How sharing your failures and learnings openly builds a compound moat around your product.
Scaling to $5M GMV: Lessons from the Trenches
The structural shifts required to move from early product-market fit to hyper-growth.
LLM Cost Optimization: Strategies for Production
Reduce your AI costs by 80%+. Learn caching, batching, model selection, and hybrid approaches. Real examples from production systems.
Product-Market Fit: The Complete Guide to Measuring PMF
Learn how to measure product-market fit with data. Comprehensive guide covering retention, growth, surveys, and economic viability.
PMF Frameworks: Sean Ellis vs Retention vs Growth
Compare different product-market fit frameworks. Learn when to use each approach and how to combine them for complete insights.
When to Pivot vs Persevere: A PMF Decision Framework
A practical framework for deciding when to pivot your product versus when to persevere. Based on real-world examples and data.
Building the Next Inflection
I'm drawn to hard problems at the intersection of emerging technology and human behaviour especially in spaces that are ripe for disruption powered through innovation.