AI Product Development
The most useful prioritization question: What must work on day one?
How I approach a crowded product backlog when a customer launch date and engineering quality are both at stake.
MarTech
LinkedIn outreach without breaking LinkedIn’s rules
LinkedIn's User Agreement bans bots for messaging and contacts. Here's an outreach setup with Sales Navigator, your CRM and AI drafts that keeps rep accounts safe.
CRM
Why Is My Marketing Automation Not Working? 7 Root Causes
Marketing automation usually breaks for one of seven reasons: dirty data, disconnected tools, stale logic, no owner, or low adoption. Here's how to diagnose it.
CRM
CRM Hygiene: A Simple Routine That Actually Sticks
CRM hygiene isn't a one-time cleanup — it's a habit. Here's the weekly, monthly and quarterly routine we use to keep CRM data clean, plus how to get…
CRM
What Bad CRM Data Really Costs: 6 Problems I Find in Every Company
Bad CRM data costs more than you think. I have audited about ten CRMs and every one had the same six problems. Here is the bill, and how…
AI
What MarTech Leaders Actually Do Differently
McKinsey identified five traits of personalization outperformers. The 2025 research confirms the pattern and raises the stakes for every marketing leader.
AI
The Right Way to Measure Personalization ROI (Most Companies Never Do This)
McKinsey shows a 5-25% revenue lift from personalization. That spread is a measurement problem. What real measurement and a 30-day baseline actually look like.
AI
Why AI Personalization Projects Die in Week Two
The technology works. The team does not adopt it. The change delta, a three-level risk framework, and how to fix adoption before you launch, not after.
AI
$1 Trillion Is Sitting on a Broken Data Foundation
McKinsey calculated the prize but never named the blocker. What clean data means in practice, the MarTech stack trap, and the audit to run before you buy.