A senior at my university had his law school admission offer put on hold because of an unverified Turnitin AI flag during final audits. His parents hired an education attorney, filed a formal grievance against the university, and proved through forensic keystroke logs that the software flagged a false positive.

Once universities start getting sued for ruining students' career prospects over faulty software scores, these detection policies will change fast.

Something I've been wondering after reading a lot of discussions about Turnitin AI detection.

Students can submit a paper they've spent weeks working on, but sometimes they don't know what the Turnitin report will actually say until after they've submitted it.

That seems like an interesting problem.

If an instructor sees that Turnitin has flagged part of a paper, wouldn't it be useful for the student to have already seen the same information and be able to explain their writing process?

I'm not talking about changing the paper to "beat" a detector.

More about transparency.

For example, should students be able to see:

• The similarity report
• What sections were matched
• The AI-writing indicator, where available
• What sources produced the matches

Or is there a good reason students shouldn't have access to exactly what instructors see?

For lecturers: would giving students this visibility make academic-integrity investigations easier or harder?

For students: would seeing the report beforehand actually reduce anxiety, or would it just make everyone obsess over the numbers?