Where this actually wins

People expect the win to be speed. It is not, or at least not the way they think.

A good article still takes real time, because the research is real. What changes is what happens when you need four articles instead of one.

The batch problem

Write four related articles by hand and they drift. Different writers, different weeks, different moods. One says the product does X, another implies it does not. Two of them cite the same study. Three of them reuse the same paragraph with the nouns swapped.

Nobody catches it, because catching it means reading four articles side by side and comparing them. Nobody does that.

A machine will. Here is what that check found on five real batches:

An "8-word run" is any eight words in a row that appear in two different articles. A handful is normal. Four hundred means the articles were written by opening a sibling and swapping the nouns.

The fix was not a better prompt. It was three decisions made before the first draft:

1. 1.Write every article from its own argument, never by editing a sibling.
2. 2.Give each article a different named case study.
3. 3.Give each article a different research source, with no source used twice in the batch.

That is it. Four hundred and fifty down to nine, from a table written before anyone started typing.

The other real win: checks that never get bored

A human proofreader gets tired at article three. A script does not. It runs the same twelve checks on article one and article forty, at the same standard, in about a second.