Notes from the funnel.
Frameworks, tear-downs and playbooks from building growth systems — written for founders and marketers who want the reasoning, not just the tactic.
Why Most Growth Problems Are Actually Funnel Architecture Problems
A clean way to separate traffic problems, conversion problems, offer problems, and retention problems before you waste a month fixing the wrong thing.
Read the article“The ad is usually not the problem. The system the ad lands inside usually is.”
The 7× Revenue Lift Without Increasing Budget
A teardown of what actually changed when revenue scaled but spend stayed flat: message match, landing pages, counselor feedback loops, and kill rules.
How I Use WhatsApp as a Revenue System, Not a Support Channel
The difference between sending reminder blasts and building a behavior-led WhatsApp engine that actually drives repeat revenue.
AI Workflows for Growth Teams: The Only Automations Worth Keeping
A filter for deciding which AI automations deserve to exist and which ones are just elaborate ways to create more low-trust output.
What a Good 30/60/90 Growth Plan Actually Looks Like
A simple structure for what should be diagnosed, launched, and stabilized in the first ninety days of a growth role.
Why Landing Pages Fail Before Traffic Ever Hits Them
Most weak pages are doomed before design because the offer, audience, and promise were never aligned in the first place.
The Sales-Team Feedback Loop Every Growth Marketer Should Build
How to turn counselor calls, objections, and close-lost patterns into a real optimization input instead of occasional anecdotal noise.
A Retention Dashboard That Actually Predicts Revenue
The handful of retention signals that matter if you want to see revenue stress early instead of after it shows up in the P&L.
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