Metrics
What the numbers actually mean — conversion value, incrementality, UTMs, payback, ROAS.
How to Build a Conversion Funnel for a Vibe-Coded App With No Historical Data
Most funnel analysis assumes you already have baseline data. If you just launched a vibe-coded app, here is a two-week cold-start playbook that gives you a directionally accurate funnel view from day one.
SaaS Metrics Dashboard: The Seven Numbers That Replace 47 Reports
Most SaaS teams drown in reports while making slower decisions. This guide makes the hard argument for a seven-metric dashboard that is genuinely sufficient for every major growth call.
User Adoption Metrics for Vibe-Coded Apps: What to Track After Activation to Prevent Churn
Sign-ups and DAU tell you who showed up, not who stayed for a reason. This piece makes the case for three adoption metrics that actually predict retention in vibe-coded apps.
CAC Payback Period: The SaaS Metric That Reveals Whether Growth Is Sustainable
Most SaaS teams calculate CAC payback period correctly and still get it wrong. Here is why a 12-month payback can be a warning sign, and what to pair it with to get the full picture.
SaaS Funnel Benchmarks by Growth Stage: What Good Looks Like at $1M, $5M, and $25M ARR
Generic funnel benchmarks mislead more than they inform. Here is a stage-stratified breakdown of what strong conversion rates, CAC payback, and trial-to-paid ratios actually look like at $1M, $5M, and $25M ARR.
What to Put on a SaaS Marketing Dashboard (and What to Leave Off)
Most SaaS marketing dashboards are built by adding metrics until the chart is full. This guide argues for radical subtraction — keeping only what drives a real decision.
UTM Parameters: The Complete Guide for SaaS Teams
Most SaaS teams use UTM parameters inconsistently, and it's silently corrupting their attribution data. This guide covers everything from naming conventions to funnel-wide governance built for growth teams.
Conversion Optimization for SaaS: Benchmarks, Gaps, and What Top Performers Do Differently
The average SaaS company converts at 1.5%. Elite performers hit 8–15%. This data-driven analysis breaks down exactly what separates them and where most teams are leaving ARR on the table.
The SaaS Conversion Optimizer: Why 68% of Companies Are Optimizing Blindly
Most SaaS companies are leaving serious ARR on the table because they optimize without visibility. Here is what separates the top 10% from everyone else, and how to close that gap.
Why Your SaaS Conversion Rate Is Half What It Should Be
The median SaaS landing page converts at just 3.8% while elite companies hit 8-15%. The gap is not a design problem. It is a funnel visibility problem, and this analysis shows you how to close it.
Conversion Rate Optimisation for SaaS: Benchmarks, Gaps, and Why Most Teams Optimise the Wrong Thing
Most SaaS teams optimise what they can see and ignore what's actually killing conversions. Here's what the 2026 data reveals about the gap between average and elite performers.