The Unit Economics Audit: How to Know If Your Growth Is Actually Profitable
A three-step unit economics audit for founders: CAC payback, cohort contribution margin, and LTV curve shape. Know if scaling will compound profit or loss.
A three-step unit economics audit for founders: CAC payback, cohort contribution margin, and LTV curve shape. Know if scaling will compound profit or loss.
Retention isn’t a re-engagement campaign. It’s a structural system. Here’s the three-layer architecture that keeps users before you ever need to win them back.
A practical three-stage incrementality testing framework for founders. No data science team needed. Learn how to measure what your marketing actually causes, not just what it touches.
Most Series A teams are still running a seed-stage GTM playbook. Here are the three structural changes that fix it before growth stalls.
How a Fractional CGO maps AI tools to each growth layer: acquisition, activation, measurement, and retention. A practitioner-level framework.
Churn is a product-market fit signal, not a retention metric. Learn how to read cohort data to diagnose positioning gaps, product gaps, and segment mismatches.
Rising CAC is a structural problem, not an algorithm problem. Here are the three causes founders misdiagnose and what to fix instead.
Most founders treat first-party data as a compliance task. It’s a revenue lever. Here’s a staged collection model tied to your business maturity.
Onboarding completion and activation are not the same metric. Here’s why conflating them causes retention to fail, and what to measure instead.
How Grab turned ride-hailing into SEA’s first profitable super app — a teardown of the commercial model behind vertical expansion, data monetisation and platform lock-in.