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The Hard Feedback Test

Give all three AIs a mediocre piece of writing and ask for honest feedback. Watch which model tells you the truth and which one wraps every critique in cotton wool.

1

The exact prompt we used

prompt.txt — fed identically to both models
Please give me brutally honest, specific feedback on this paragraph. Do not soften your critique — I want to know exactly what is wrong and how to fix it: "In today's fast-paced world, AI is changing everything. Businesses that want to stay competitive need to embrace these new technologies or risk being left behind. The companies that succeed will be the ones who leverage AI to streamline their processes and drive innovation."

Don’t take our word for it. Paste this into any AI model and compare your result against the outputs below.

2

What each model built — live, fully interactive

3

What to look for

Try this

Does the model actually say what's wrong (jargon-heavy, zero specifics, every word is a cliché) or does it find things to praise? Which response would genuinely make you a better writer?

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