Why Measurement Beats Optimization (And Why I Keep Having to Remind Myself)
Six months into building SEMalytics, I spent a week optimizing output formatting with no data on whether anyone read that section. Optimization without measurement is faster iteration toward an unvalidated outcome.
How I Think About Audience Personas Differently Now
For years I built audience personas the way everyone teaches it: job title, pain points, a stock photo of “Michelle the Marketing Director.” It's not wrong — but it's incomplete in a way that costs deals. The layer that matters is personality matching.
Which Cialdini Principle to Lead With for Each B2B Buyer Type
Cialdini's six principles work. The problem is knowing which one to lead with for the specific buyer in front of you. In B2B, getting that wrong isn't neutral. It costs the deal.
The B2B Cold Email Personality-Fit Framework: Write to the Role, Not the Average Prospect
Most cold email advice is about getting opened. That's not where the deal dies. The deal dies in the body copy — after the open — when the message is calibrated for a generic prospect instead of the person reading it. The B2B cold email personality-fit framework addresses that second failure mode: m
The Scores Improved. The Results Got Worse.
I built a tool to grade my writing. Then I wired it into the thing it was grading.
How to A/B Test Email Subject Lines by Personality Type
Most email A/B tests are designed to find a winner. The problem is that the winner is an average across people who wanted completely different things — and the test can't tell you which variant worked on whom.
Personality-Based Marketing for B2B SaaS: The Signal Your Segments Are Missing
Personality-based marketing for B2B SaaS means calibrating your copy's frame, language, and appeals to the buyer's Big Five trait profile — not just their job title or plan tier. A VP of Engineering with high Conscientiousness evaluates risk differently than a Head of Growth with high Openness, even
Audience-Fit Scoring for B2B Communications: The Pre-Flight Check A/B Testing Can't Do
Audience-fit scoring measures how well a piece of B2B copy matches the specific profile of its intended audience across four dimensions: personality traits, emotional engagement, message clarity, and cognitive framing. The score runs before the copy ships. Not after. Before.
Why B2B Marketers Are Moving from Demographics to OCEAN Personality Scoring
The OCEAN model (also called the Big Five) identifies five personality traits that predict how B2B buyers process and respond to copy. Applied to B2B marketing, it answers a question that demographic targeting can't: not just who is reading, but how they will evaluate what you say.