Notes on whether the spend paid back.

Performance Analytics: Why Most SaaS Companies Measure the Wrong Things

91% of marketers say performance analytics matters, yet only 31% are confident in their models. Here is a diagnosis of why conventional measurement fails modern SaaS funnels and what to do about it.

What Is Commercial Pipeline? A SaaS Leader's Guide to Full-Funnel Revenue Visibility

Most SaaS teams are running their commercial pipeline blind. Discover what full-funnel commercial pipeline visibility actually means in 2026, why legacy attribution is failing you, and how lean growth teams can fix it.

Pipeline Commercial: What It Actually Means for SaaS Growth

Most SaaS teams track a sales pipeline. Very few track a commercial pipeline. Here is what separates the two, why it matters, and how to fix the gap before it costs you.

Paid ads for a vibe-coded app: did the spend pay back?

How to monetize a vibe-coded app: the models that actually work

How to get your first 1,000 users for a vibe-coded app

Why your GA4 numbers don't match your ad spend (and how to join them)

ROAS meaning vs payback period: which one actually tells you if your ads worked

Did your Meta ads actually pay back? (and how to know for sure)