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Integrity and AI Use

What similarity and AI-detection scores actually mean, and where the line sits between allowed help and misconduct.

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When to read this topic

Similarity and AI-detection scores, false positives on your own writing, which AI tools count as allowed help, what to do when accused, whether a given service crosses the line. Use this rather than writing-tips when the post is about RULES, not craft.

Integrity & AI articles10 guides · Sorted by Latest
Integrity & AI14 min read

Why does Turnitin flag your own writing as AI-generated?

It is one of the most stressful messages an international student can receive: your professor says an AI detector flagged your essay, the one you wrote yourself, late at night, in your second language.

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Integrity & AI12 min read

Accused of using AI when you wrote it yourself? A student's step-by-step guide

Being accused of using AI on work you wrote yourself is frightening, and it happens more often to international and non-native English students than most people realise.

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Integrity & AI11 min read

Are AI "humanizer" tools safe to use for university work?

AI "humanizer" tools promise to rewrite text so it slips past AI detectors, and they are aggressively marketed to anxious students.

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Integrity & AI13 min read

Which AI tools can you use for university work in 2026, and which count as cheating?

Most universities in 2026 do not ban AI outright; they allow it only where your course permits it and only if you declare it.

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Integrity & AI8 min read

How accurate are AI writing detectors, and how often are they wrong?

There is no single accuracy figure, and anyone who quotes you one is oversimplifying: the false-positive rate of AI writing detectors swings widely depending on the tool, the sample, and the settings.

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Integrity & AI11 min read

Is using a proofreading service cheating?

No, not on its own: proofreading that only corrects surface errors, spelling, punctuation, grammar, is normally permitted, because a third party is not changing your content, argument or structure (The University of Edinburgh, 2025).

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Integrity & AI10 min read

Is 18% similarity on Turnitin bad, and what score is too high?

Most international students panic at the wrong number. They see a Turnitin similarity score of 18% and assume they are about to be reported for plagiarism, when in reality the percentage is only the start of the story, not the verdict.

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Integrity & AI11 min read

What is the difference between a similarity score and an AI score?

A similarity score measures text overlap against a comparison database: it is a matching metric, not a plagiarism verdict.

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Integrity & AI10 min read

Can Turnitin detect ChatGPT and AI-generated writing?

It is the question every anxious student types at 2am: will the detector catch it? The honest answer is more complicated and more reassuring for students doing their own work, than either the "AI is undetectable" or the "you will…

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Integrity & AI10 min read

How do you use AI ethically in your academic work?

Generative AI is now part of how most students work but the line between legitimate help and academic misconduct is narrower, and more institution-specific, than the headlines suggest.

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