I Built a Psychology-Based Copy Analyzer. Here's What It Taught Me About My Own Blind Spots.
For the past year, I've been building COS — a tool that uses Big Five personality psychology to analyze B2B communications. Not grammar. Not readability. Personality coverage.
The premise is simple: every piece of copy passes through an invisible psychological filter in your reader's brain. Their personality type determines what resonates, what triggers skepticism, and what they ignore entirely. Most B2B copy only connects with 1-2 of the 5 major personality types, leaving the majority of potential buyers unmoved.
I wanted to build a tool that could actually measure this. Here's what I learned along the way — including about my own writing.
Insight 1: "Good Writing" and "Effective Writing" Are Different Things
This was the biggest surprise. Copy that scored perfectly on grammar and readability tools regularly scored below 30% on personality coverage. Technically flawless. Psychologically one-dimensional.
The reverse was also true — some rough-draft emails with typos scored 70%+ because the writer instinctively covered multiple personality types. They used specifics (Conscientiousness), showed warmth (Agreeableness), included proof (Neuroticism), and painted a vision (Openness) — all without knowing the framework.
Good writing isn't enough. Effective writing reaches the right psychological triggers.
Insight 2: Every Industry Has a Default Personality Bias
- Tech/SaaS: Defaults to high Openness. "Innovative," "disruptive," "transform." Misses Conscientiousness (where are the numbers?) and Neuroticism (what if it breaks?).
- Finance/Enterprise: Defaults to high Conscientiousness. All metrics, no warmth. Misses Agreeableness (cold and transactional) and Openness (boring, even if credible).
- Coaching/Consulting: Defaults to high Agreeableness. Warm and relational but vague. Misses Conscientiousness (skeptics need proof) and Extraversion (where's the energy?).
Once you see the pattern, you can't unsee it. And you can fix it in minutes.
Insight 3: Small Changes Create Huge Swings
Adding one concrete metric can move your analytical-buyer coverage by 40+ points. Including a single "3 companies already did this" reference covers both social proof (Extraversion) and risk mitigation (Neuroticism) simultaneously.
The fixes are almost never rewrites. They're additions — filling gaps that were always there.
Insight 4: The Copy That "Feels Salesy" Is Usually Missing Safety
When people say copy "feels pushy" or "too salesy," they're usually describing a message that lacks warmth (Agreeableness) and reassurance (Neuroticism). It's all push, no safety net.
Adding a single line like "No commitment needed — cancel anytime" or "Here's what to watch out for" can completely shift the feel without changing your core message.
The Meta Lesson: I Had the Same Blind Spots
When I ran my own launch copy through COS, it scored 58% personality coverage. I'd built a tool to detect exactly this problem, and my own marketing had the same gaps — weak on warmth and safety, over-indexed on intellectual novelty.
So I rewrote it. That version is what you're reading at semalytics.com now.
This is exactly why the tool exists — these blind spots are genuinely hard to see in your own work, even when you know the theory. Having something that measures it objectively made all the difference.
What's Next
COS is live at semalytics.com. Free 7-day trial, your content stays private. Paste in any email, landing page, or outreach and see what comes back.
I'll be sharing more findings here as the data grows. If you work in B2B and write things that need to persuade people, I'd love to hear what COS finds in your copy — and where it surprises you.