Persuasion Fit Persuasion Fit: Why Cialdini's Principles Work in the Wrong Order Persuasion Fit maps Cialdini's influence principles to buyer journey stages. The right principle in the wrong stage works against you. Here's the mapping and what SEMalytics checks for.
Copy Quality Copy Quality: What SEMalytics Actually Checks (And Why Grammar Is the Least Important Part) Copy Quality measures grammar, sentence rhythm, reading grade level, and AI fingerprint density. Here's what each sub-component checks, why AI writing fails Copy Quality even when it's error-free, and what to fix first.
Framing Strategy Framing Strategy: Why the Same Offer Lands Differently Depending on How You Frame the Problem Prevention-focused buyers and promotion-focused buyers respond to different frames. SEMalytics Framing Strategy scores which cognitive frame your content uses and whether it matches the buyer's mode.
Strategic Clarity The Clarity Problem: Why B2B Copy Fails to State Its Own Value Proposition Most B2B copy fails to state its own value proposition. SEMalytics Strategic Clarity checks three things: whether the benefit is explicit, the differentiation is named, and the CTA is earned.
Engagement The Engagement Gap: Why Good Copy Flatlines Before the Argument Lands Engagement is not writing quality. It's psychological activation. SEMalytics measures four signals that predict whether content creates the conditions for attention before the argument lands.
COS What SEMalytics Actually Scores: 8 Dimensions, One Check Before You Publish SEMalytics scores content across 8 dimensions grounded in 860+ peer-reviewed papers. Here's what each dimension measures and why it predicts whether your content works.
Measurement & Scoring Audience-Fit Scoring for B2B Communications: The Pre-Flight Check A/B Testing Can't Do Audience-fit scoring measures how well B2B copy matches its audience across four dimensions: personality, emotional engagement, message clarity, and cognitive framing.
B2B Audience-Fit Scoring for B2B Communications | SEMalytics How B2B teams score copy effectiveness against their target audience across four dimensions. SEMalytics applies Personality Fit, Engagement, Strategic Clarity, and Framing Strategy to every piece of B2B copy before it ships.
COS The Message-Measurement Gap: Why B2B Content Fails Before You Ever Hit Send Most B2B teams measure whether people clicked. Not whether the message landed. The two aren't the same, and the distance between them is where most campaigns quietly die. Most of your audience disengages before that gap closes, not because of bad copy but because the copy was written for one cognitive style and the audience has five.
B2B Why Your Best Copy Only Reaches 2 Out of 5 Buyers — And How to Fix It Every piece of B2B copy you write goes through an invisible filter before it persuades anyone. That filter is personality. Not "brand personality." Buyer personality. The Big Five personality model (also called OCEAN) is the most validated framework in personality psychology — replicated across 40+ languages, with decades of