●Writing

Field notes on growth.

Attribution, AI, paid media and the operating systems behind commercially-accountable marketing. No fluff, no recycled LinkedIn takes.

Attribution that survives iOS, consent mode and the death of the cookie

Most attribution breaks the moment a platform changes its mind about tracking. Here's how to build a model that bends instead.

Lead quantity is the most comfortable lie in marketing. Switching the org to lead quality tripled the number that actually mattered.

QA by sampling is a guess. With the Claude API you can audit 100% of conversations against compliance, intent and lead quality.

Award-winning work and won pitches share a structure. Here's the skeleton underneath.

In the GCC, WhatsApp Business API quietly became the highest-intent channel most teams ignore.

Reporting tells you what happened. An operating system decides what happens next.

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