A 100 percent AI score isn’t a disciplinary finding. It may trigger an instructor report or an academic integrity review, but the school still has to identify which rule was violated and follow its own process. The immediate priorities are preserving your work, reading the notice carefully, and resisting the urge to send an emotional response before you understand what you’re actually facing.
At Parisi, Coan & Saccocio, PLLC, we’ve represented people in serious disciplinary and legal matters since 1999. Our Title IX and criminal defense background helps us assess accusations that carry consequences well beyond one assignment, and Attorney Patrick J. Saccocio leads cases directly from start to finish.
Contact our student defense team at Parisi, Coan & Saccocio, PLLC to evaluate your case and build a clear, evidence-based response before your hearing. Reach out online today to schedule a confidential case consultation.
What an AI Academic Misconduct Allegation Actually Means
An allegation means the school believes there may have been a violation. Not that misconduct has already been established. The academic integrity policy, course syllabus, assignment instructions, and student conduct procedures determine what conduct is prohibited, how the school investigates, which deadlines apply, and what sanctions are possible.
Generative AI, technology that produces text, images, code, or other material in response to a prompt, can give rise to several different allegations. A school may claim that an assignment was fully AI-generated, that unauthorized assistance was used, that an editing tool exceeded permitted help, or that citations were fabricated. The relevant question isn’t simply whether a student used technology, but whether that use violated the applicable rules for that course and assignment.
Matter of Newby v. Adelphi University, 2026 NY Slip Op 26021, shows why the stages of a disciplinary matter matter. The case involved a student accused of using Grammarly after Turnitin reported a 100 percent AI-generated score. It describes a violation report, a sanction, an appeal request, and a procedural dispute. A detector score, an institutional determination, and a student disciplinary appeal are separate parts of the process.
Your First Steps After Receiving Notice
Before responding to anything, build an accurate record. Save the accusation notice, identify the assignment at issue, note every meeting date and submission deadline, and locate the policy provisions the school cited. Don’t delete, rename, overwrite, or alter files that may be relevant.
Preserve these records:
- Assignment Materials: Save the prompt, rubric, syllabus, course announcements, and any written instructions about AI use.
- Writing History: Export drafts, outlines, notes, Word version history, and Google Docs revision history showing how the work developed over time.
- Research Materials: Retain source articles, citation notes, library searches, screenshots, and saved webpages used while preparing the assignment.
- Communications: Keep emails or course platform messages with the instructor, teaching assistant, classmates, tutors, or writing center personnel.
- Tool Records: Preserve chat histories, prompts, edit logs, and settings if an AI or grammar tool was used in any capacity.
Metadata (file creation dates, modification dates, and authorship data) can also help establish a timeline. Keep originals where possible and make copies for review. A rushed denial that conflicts with the available records creates a credibility problem that’s much harder to fix later.
Don’t ignore a request to meet or assume the matter will disappear after a missed deadline. At the same time, don’t speculate about what happened, accuse an instructor of bad faith, or make broad admissions before you understand the specific allegation and what comes next.
How to Evaluate the Evidence Against You
An AI writing detector estimates whether text resembles material produced by an AI system. Turnitin AI detection and similar tools can be one piece of information, but they’re probabilistic indicators, not proof of a violation. False positives and differences in writing style make the complete record essential.
Find out what the school actually relied on: the complete detector report rather than a single percentage, the passages flagged, assignment instructions, syllabus language, faculty observations, comparison papers, and the student’s prior work. A response is stronger when it addresses this material directly rather than running a second detector to generate a competing percentage. Revision history, research notes, saved drafts, and a clear account of the writing process provide context that a score alone can’t. Conversely, records that show prohibited use may require a careful, truthful explanation grounded in the actual policy and circumstances.
How to Build a Credible Response
A credible response is organized, specific, and accurate. It should identify the allegation, explain the assignment history in chronological order, cite the relevant rule, and attach records that support the account. Avoid a blanket statement that AI was never used if a grammar checker, brainstorming tool, or other program was used at any point. Describe any tool use precisely. Distinguish between asking a tool for topic ideas, using it to correct punctuation, copying generated language into an assignment, or using it to create citations. Whether any of those actions was permitted depends on the specific assignment instructions and the academic integrity policy, not on a general assumption about technology.
Clarify these process questions before your meeting:
- Evidence Access: Ask what documents, reports, and flagged passages the school will consider.
- Meeting Format: Ask whether the meeting is informal, investigatory, or part of a formal academic misconduct hearing.
- Advisor Participation: Ask whether an advisor may attend, speak, or help prepare written materials.
- Submission Rights: Ask whether you may provide documents, witnesses, or a written statement.
- Appeal Options: Ask what deadlines and grounds apply if the school issues an adverse decision.
Answer the accusation actually made. If the concern is one allegedly AI-generated paragraph, explaining unrelated disputes in the course distracts from the central issue. A focused response gives the decision maker a usable record and preserves the issues that may matter on appeal.
When the Stakes Are High Enough to Seek Legal Guidance
Legal guidance becomes particularly important when an allegation could lead to suspension, expulsion, a transcript notation, loss of scholarship or athletic eligibility, or consequences for admission to a professional program. International students may also need to consider whether a disciplinary outcome could affect immigration-related obligations. If the accusation overlaps with Title IX allegations, harassment claims, or a related criminal investigation, the risks and procedures become significantly more complicated.
Institutional rules differ substantially among public high schools, SUNY and CUNY institutions, and private colleges and universities. The controlling documents are the school’s own code of conduct, academic integrity policy, hearing procedures, and appeal rules. Due process (a fair opportunity to receive notice and respond under the applicable procedure) depends in part on the type of institution and the process it has established. New York Education Law and broader school governance rules don’t replace an institution’s academic misconduct procedures. Review the actual policy in effect at the time of the allegation, including any course-level rules that imposed stricter or more detailed limits on AI assistance.
Respond With Records, Not Assumptions
Students facing an AI allegation should preserve their records, identify the applicable policy, respond to the actual evidence being used, and treat every deadline as firm. The most effective approach is a factual one: show how the work developed, explain any technology use accurately, and understand the hearing or appeal process before taking a position.
If you’re facing an accusation of using AI for schoolwork, Parisi, Coan & Saccocio, PLLC can provide individualized academic misconduct and Title IX defense guidance. Reach out online today to schedule a confidential case consultation.