In 2015 I started noticing a pattern. Companies investing heavily in SEO were generating traffic but not revenue. Rankings were moving. Sessions were climbing. MRR was flat. The problem kept appearing across different verticals, different team sizes, different budgets. Something structural was causing it.

I spent the next several years cataloguing that pattern systematically. Every engagement became a data point.

Every funnel I audited added to a growing library of failure modes – specific, recurring breakdowns in how organic traffic connects to revenue. By 2020 I had documented over 200 of them.

The insight that unified them was simple: organic revenue failures are almost never a visibility problem. Pages rank. Traffic arrives. The failure happens between the click and the conversion in the architecture that connects organic to revenue. Most SEO frameworks are not built to see that failure because they are measuring the wrong things.

That observation became the MRR Growth Methodology. 220+ documented revenue leak patterns, four diagnostic layers, one consistent output: a prioritised blueprint that connects every organic decision to a specific revenue outcome. Every engagement I run today is built on that foundation.