Does AI-assisted content make the reader’s job easier?
Kirk Williams distinguishes using AI to clarify an expert’s ideas from using it to pass unfinished thinking to someone else. The essay is relevant to PPC reporting, client emails and strategy documents, where producing more text can create more work for the recipient. Read it before standardising an AI writing workflow. The useful test is whether the final message helps a reader understand the argument and make a decision, with a person still responsible for its accuracy.
ZATO · Published
Why make time for it?
A useful editorial check for teams producing client reports and recommendations with AI.
What to look for
- Judge the work by what the reader can understand and do.
- Keep responsibility for the argument with its human author.
Keep in mind
This is an opinion essay, not a measured comparison of writing tools or productivity.
Take this question into the article
Does your AI workflow reduce effort for the reader as well as the writer?
The people behind the article
Explore their work and recorded contributions on PMC.
Authorship points are shared between coauthors. Experts receive credit for substantive contributions, not mentions. One work earns one award per person, including when it appears elsewhere on PMC. How recognition works
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Read the full articleReading notes reviewed 30 Sept 2026. The publication date above belongs to the original source.