The Exchanges

Every argument clarity score on this site is built from rows on this page. Each question and answer was assessed with names hidden, the host's own answers included, on four things from 1 to 5: directness (does it answer the question asked), coherence (do the ideas follow), precision (concrete details and clear references), compression (says a lot per word). The weighted mix (30/30/25/15) is the exchange score. A person's published score averages their exchange scores on raw tape only, at least 8 of them, shrunk toward the cohort mean. Full method →

Mr. Vibe Marketing no published score: not enough raw tape to assess fairly record → ← everyone

Every exchange below was scored with names hidden, four dimensions each from 1 to 5. An exchange's score is 0.30·directness + 0.30·coherence + 0.25·precision + 0.15·compression. The published score averages the raw tape exchange scores and shrinks small samples toward the cohort mean, so five great answers can't beat twenty good ones. Produced feed rows count only toward coarse estimates, never toward a full score.

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Answered raw tape D 5 · C 5 · P 4 · Cm 4 4.60

Q Okay, and if I actually use this workflow, what is the potential outcome of that? Like, why, why do, why should I, I even care about this?

A Yeah. The outcome is that you're going to be able to test content angles, hooks, and topics way faster. So instead of like going, getting a subpar result just from opening up Claude or ChatGPT, this is going to get a lot of context, a lot of information, and it's going to create top performing content based off of that. It's even going to create an image for you and it's going to post automatically. Now, oftentimes AI isn't quite there to just push a button and go end to end and post for you. Uh, I recommend doing that to test things out. I've heard you talk about this a little bit too. Sometimes you'll throw out a tweet, you'll see if it catches or you'll even use like maybe a secret account and then you'll delete it. So I'll do the same thing. I've been doing that actually, uh, for the past couple hours on LinkedIn. So you'll be able to test, you'll be able to refine, but I threw in a step here so that if you want, you can, uh, actually edit the content before you, before you put it live as well.

AI assessment note: “The outcome is that you're going to be able to test content angles”

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