Product
Thinking.
I don't just build features; I architect systems. Explore my frameworks, audits, and strategic artifacts.
My Thinking
Framework.
UX & Psychology
Understanding the 'Why' behind user friction and adoption triggers.
Logic & Architecture
Bridging the gap between product vision and technical scalability.
AI ROI & Economics
Calculating the true cost and output value of intelligent automation.
Product
Radar Q2 2025
A dynamic snapshot of the architectures, workflows, and markets I am currently auditing and researching.
RAG Optimizations
Advanced chunking & semantic retrieval
Multi-Agent Workflows
Autonomous task orchestration
Vertical SaaS AI
Domain-specific LLM layers
Privacy-First Analytics
Federated learning & zero-knowledge
Strategic Audits
Deep-dives into existing products, analyzing UX, business models, and structural product-market fit.
Featured Insights
"The streak mechanic isn't just about retention; it's a psychological commitment device that turns learning into a behavioral ritual."
"WhatsApp is transitioning from a messenger to a lightweight operating system for emerging markets."
Memos & PM Artifacts
Actionable memos and documentation on product strategy, requirement gathering, and execution.
Featured Insights
"AI requirements must focus on 'Retrieval Integrity'—if the context is poisoned, the persona is irrelevant."
"Every ticket must represent an increment of user value, not just a line of code completed."
Strategy Essays
Long-form reflections on the state of the AI product landscape and horizontal vs vertical SaaS.
Featured Insights
"The sustainable value of Gen-AI lies in augmenting existing high-friction workflows, not just creating new chat interfaces."
"Future analytics products will skip the 'Dashboard' and go straight to 'Actionable Intelligence'."
Metrics & Evals
A framework for defining North Star metrics, AI evaluations, and retention loops.
Featured Insights
"Early-stage products should optimize for 'Time to First Value' (TTFV) over raw acquisition numbers."
"In high-churn AI markets, Payback Period is a far more critical metric for survival than long-term LTV projections."
Strategic Audits for High-Stakes Teams.
I don't just analyze features; I bridge the gap between technical complexity and market success. Need a deep-dive audit of your product strategy or AI roadmap?