Thread & Post Title A/B Tester

Score post hook variations on emotional trigger words, readability and length.

What's being scored

This scores each hook on length (shorter reads better in a feed), the presence of emotional trigger words known to prompt engagement, a readability score (the same Flesch Reading Ease formula used elsewhere on this site), whether it ends in a question, and whether it includes a number.

This is a heuristic based on common engagement patterns, not a prediction of actual performance - the platform, your audience, and the content that follows the hook all matter far more than the hook's wording alone.

Why several different signals are combined instead of just one score

Length, emotional trigger words, readability, questions, and numbers each capture a genuinely different reason a hook might work - a short, easy-to-read hook can still underperform one with more emotional pull, and vice versa. Combining several signals into one score gives a more rounded picture than optimizing for any single factor alone would.

Why emotional trigger words are scored by presence, not by how many appear

The score caps how much trigger words can contribute (up to a fixed maximum regardless of count) rather than rewarding piling on more of them - a hook stuffed with trigger words tends to read as spammy or clickbait-y past a certain point, so the scoring reflects that diminishing, even negative, return rather than treating "more trigger words" as simply better.

Why this is explicitly called a heuristic rather than a performance prediction

These structural patterns are commonly associated with engagement across many posts in aggregate, but your specific audience, platform, and what the post actually delivers after the hook all matter far more to real performance than wording alone - which is why this tool is framed as a quick structural sanity check, not a guarantee of which option will actually perform better once posted.

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Does a higher score mean more engagement?

Not necessarily - this scores structural patterns commonly associated with engaging hooks, not an actual prediction of how your specific audience will respond. Use it as a quick sanity check, not a guarantee.

Should every hook end in a question?

No - it is one engagement pattern among several, and forcing a question that does not fit naturally can feel gimmicky. Use whichever hook style genuinely fits what you are posting.

Why does the tool combine several different signals into one score?

Length, trigger words, readability, questions, and numbers each capture a different reason a hook might work - combining them gives a more rounded picture than optimizing for just one factor.

Why doesn't stacking more trigger words keep raising the score?

The score caps how much trigger words can contribute rather than rewarding piling on more of them, since a hook stuffed with trigger words tends to read as spammy past a certain point.

Why is this called a heuristic instead of a prediction?

These are structural patterns commonly associated with engagement in aggregate, but your specific audience, platform, and what follows the hook matter far more to actual performance than wording alone.

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