01
Performance & measurement
From user intent to business outcome.
This cluster connects paid media, GA4/GTM, eKYC, activation and the use of downstream signals instead of judging campaigns only by clicks or installs.
Authority graph
A map of how performance marketing, data, CRM, AI and product systems connect.
This is the starting point for readers who want to explore the portfolio by topic instead of isolated pages. Each cluster connects case studies, field notes, live systems and career evidence.
01
Core expertise
Performance marketing is the central axis. Tracking, CRM, data and AI automation are the layers that connect media spend with activation and business outcomes.
02
Supporting systems
Scent OS, dashboards, interactive websites and Airbnb operations show how the same systems thinking applies beyond advertising.
03
How to use this hub
Choose a topic cluster or follow a reading path. Each route moves from principle to case study and live implementation.
Five topic clusters
Explore by the problem you need to solve.
These clusters are not isolated. Together they form a chain from acquisition and measurement to lifecycle, automation, product and operations.
02
CRM & automation
Connect acquisition with lifecycle and operating cadence.
Focused on segmentation, lead scoring, nurturing, automated reporting and the guardrails that make automation more trustworthy.
03
AI-assisted operations
Reduce repetitive work without handing strategic decisions to a model.
This cluster separates source data, deterministic calculations, AI-assisted interpretation and the final judgment of the human operator.
04
Product & web systems
Turn complex data and content into usable tools.
From Scent OS to dashboards and interactive websites, the focus is taxonomy, information architecture, responsive design and real user decisions.
05
Remote operations
Organize information for accurate coordination across locations and time zones.
The Airbnb case study shows how messages, recurring issues, instructions and sensitive operational data can be organized for remote coordination.
Reading paths
Start from your role or current interest.
Each path selects a short sequence so you do not have to search across the entire portfolio yourself.
Performance Marketer
Start with the measurement funnel, continue to the AI workflow article, then use the CV for KPI scope.
Start this path →Automation Builder
Move from OpenClaw to reporting architecture and Mautic lifecycle automation.
Start this path →Product & UX Builder
Start with Scent OS, read the build note and explore the related web experiences.
Start this path →