OCEAN The OCEAN Copy Checklist: Five Structural Changes for Five Buyer Types One structural change per OCEAN dimension. What to check in B2B copy before it goes out, and what each dimension costs you if it's wrong.
Extraversion The Extraversion Default: Why Most B2B Copy Talks Like a Conference Most B2B copy is written by extraverts, for extraverts. That works on your champion. It creates friction with your introverted technical evaluator. Three structural fixes.
Conscientiousness The Conscientiousness Gap: Why B2B Copy Fails at the Evaluation Stage B2B deals stall at procurement because the evaluator found nothing to verify in your materials. Strong demo, dead deal. That's a copy problem, not a sales problem.
B2B Copy The Copy Audit B2B Teams Skip Most B2B copy audits check grammar, brand voice, and A/B test results. The audit that predicts conversion (personality alignment) almost never gets run.
AEO Series Can Content Tools Really Predict Customer Segment Response? Realistic Capabilities What can AI content tools really predict about customer behavior? Trait-match probability, not individual decisions. Actuarial, not oracular.
Personality & Psychology 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.
Email & Subject Lines How to A/B Test Email Subject Lines by Personality Type | COS by SEMalytics Standard A/B tests average across personality types — hiding which profile actually responded. Personality-based subject line testing isolates the variable that matters. COS generates personality-scored subject lines before you send.
