SASHA Learning Brief
AI Detectors: Ask About the Writing Process
A practical way to discuss writing, sources and revisions without treating an AI-detection score as a verdict.
Read the score carefully
A detector result can raise a question about a piece of writing. It cannot tell the whole story of how that work was made. Before interpreting a percentage, read the tool’s explanation and the institution’s policy. Turnitin’s current guide says its model can misidentify human and AI-generated writing, and warns against using the result alone as the basis for adverse action against a student.
The same guide describes the percentage as the share of qualifying prose identified as potentially AI-generated or modified. It is separate from the similarity score. It is therefore important not to turn a displayed percentage into a statement about the probability that a particular learner cheated. A review needs context, human judgement and the applicable academic process.
Keep research findings within their limits
In a 2023 study, Weixin Liang and colleagues tested several GPT detectors on writing by native and non-native English writers. They found that the tested tools frequently misclassified the non-native English samples as AI-generated. This is evidence about those tools and samples at that time. It does not establish the performance of every current detector, or a particular result for an individual student.
That study also does not establish a detector error rate for autistic learners or learners with ADHD. Writing style alone should not be used to infer a diagnosis or an author’s intentions. The practical lesson here is narrower: ask what evidence supports a concern, what the tool can actually establish, and what remains uncertain.
Make the assignment’s expectations visible
Cornell’s Center for Teaching Innovation recommends clearly explaining which AI uses are permitted, what students must produce themselves, and how assistance should be documented. It also recommends deeper inquiry supported by evidence when concerns arise. Its guidance belongs to its institutional context; learners and educators should follow their own assignment instructions and procedures.
Before beginning a writing task, a learner can ask three practical questions: Which tools may I use? What help must I acknowledge? What process materials should I keep? Record the teacher’s answer beside the assignment. A policy for one class should not be assumed to apply to another. If instructions are unclear, ask before relying on an unfamiliar tool.
Build a small process record
A process record can be modest. Our suggested format contains the question being explored, a short source note, a draft or outline, and one explanation of a revision. This is an original practical exercise, rather than a tested intervention. Use an existing school-approved notebook or document system where possible, and agree on the format with the educator.
For a fictional history assignment, the learner might save an outline and note which source changed their interpretation. Beside a revised paragraph, they could explain, “I replaced this claim because the source supports a narrower conclusion.” This gives a discussion something specific to examine. It does not make a folder of drafts conclusive proof of authorship, and a missing draft does not establish misconduct.
Discuss choices, sources and uncertainty
Invite the learner to explain a choice in the work: why they used a source, how a paragraph changed, or which question remains unresolved. Compare the explanation with the assignment and the materials available. Keep the conversation focused on understanding the work. Where a formal concern exists, use the institution’s established review process rather than inventing a separate judgement from a score.
Agree on accessible ways to participate in that conversation. A learner may need time to find notes, understand a question or use an approved support. Avoid requiring a new monitoring system simply to complete this exercise. Keep only the task-relevant materials that the school has asked for, and do not upload private student records to an unapproved checking service.
Use the record to support learning
Try the routine on one assignment: clarify the permitted help, keep a useful draft, and explain one revision. Afterwards, ask which part of the record helped the discussion and which part created unnecessary work. An educator can adjust the next assignment’s instructions based on that experience. The aim is a clearer account of the writing decisions, not a competition to produce the longest activity log.
This brief offers source-grounded discussion prompts, not an academic misconduct determination or a guarantee that a portfolio resolves every dispute. It makes no claim that SASHA supplies tamper-evident authorship proof or that a particular product prevents false accusations. A fair review begins by understanding the evidence and giving the learner an appropriate opportunity to explain the work.
Sources and further reading
These sources inform the discussion; they do not certify SASHA or establish its effectiveness. Follow each link to inspect the original context.