How to Disclose AI Use in Your Thesis: A Practical Template

The New Mandate: Why Disclosing AI in Your Thesis Isn't Optional

The rapid integration of artificial intelligence into academic work has prompted universities across the United States to establish clear rules of engagement. While generic AI tools for brainstorming or grammar are one thing, the use of sophisticated AI platforms for scientific research workflows demands a new level of transparency. For graduate students and researchers, this isn't a suggestion—it's increasingly a requirement. At Thesionyx, we see this as a positive development, one that reinforces academic integrity while embracing powerful new tools.

Many US universities now mandate a formal statement of AI usage within theses and dissertations. This isn't about penalizing the use of AI; it's about ensuring intellectual honesty and methodological transparency. The core principle is that while AI can be a powerful assistant, the intellectual contribution—the critical analysis, interpretation, and argument—must remain your own. Failure to disclose substantive AI assistance can lead to serious academic misconduct charges, desk rejections from journals, and even retraction of published work. The risk isn't in using the tools, but in failing to document their use properly. This guide provides a clear, defensible framework for doing just that.

The Anatomy of a Defensible AI Disclosure Statement

A proper AI disclosure statement isn't a simple footnote. It's a clear, concise, and specific record of your methodology. Think of it like describing a lab instrument or a statistical software package. Your goal is to give your supervisor, committee, and future readers a transparent account of how the tool contributed to your work. Emerging university policies and journal submission guidelines converge on several key components.

A robust disclosure statement must include:

• Tool Identification: The specific name of the AI tool(s) used (e.g., Thesionyx, ChatGPT-4, Gemini). Include the version number and publisher/host if available.

• Scope of Use: A precise description of the tasks you used the AI for. Vague statements like "used AI for research" are insufficient. Be specific: "used AI to screen literature based on inclusion/exclusion criteria," "to generate initial thematic codes from interview transcripts," or "to draft a summary of existing literature for Chapter 2."

• Workflow & Prompts: A high-level description of the prompts or workflow used. You don't need to append every single prompt, but you should explain the process. For example, "I provided the AI with a list of 50 abstracts and prompted it to categorize them based on a predefined rubric."

• Author's Contribution: A crucial sentence explaining how you, the author, reviewed, verified, and adapted the AI's output. This is where you assert your intellectual ownership. You must confirm that you take full responsibility for the final content's accuracy and originality.

Common advice often stops at just naming the tool. This is a mistake. The real substance lies in detailing the process and your oversight, which is what protects you from accusations of academic dishonesty.

A Universal AI Disclosure Template You Can Adapt

To remove ambiguity, we've developed a template that aligns with guidance from leading US academic institutions. You can adapt this statement for your thesis acknowledgements, methods section, or a dedicated AI usage declaration page. This template is designed to be comprehensive and defensible, particularly when using a structured AI platform for scientific research workflows like ours.

General AI Usage Disclosure Statement Template

In the preparation of this [thesis/dissertation], I utilized the following artificial intelligence (AI) tool(s) to assist with specific research and writing tasks. The intellectual contribution, critical analysis, and final argumentation presented in this work are my own. I have reviewed, edited, and verified all AI-generated content to ensure its accuracy and originality, and I take full responsibility for the final submitted work, in accordance with the academic integrity policies of [Your University Name].

Tool Used: [Name of AI Tool, e.g., Thesionyx] Publisher/Host: [e.g., Thesionyx.com] Date(s) of Use: [e.g., October 2023 – April 2024]

Specific Tasks Performed:

• Literature Review: Used the Thesionyx Literature Review Generator to perform an initial screening of [Number] articles from [Database(s)]. The tool was used to identify relevant themes and create structured summary tables based on the following inclusion/exclusion criteria: [List criteria]. All sources were subsequently retrieved and verified by the author.

• Thesis Drafting: Used the Thesionyx Thesis Chapter Drafting Tool to generate a first-pass draft of the literature review (Chapter 2) based on a curated list of [Number] sources from my Vault. The generated text was used as a structural foundation and was substantially rewritten, edited, and expanded by the author to reflect my own analysis and synthesis.

• Viva/Defense Preparation: Used the Thesionyx Live Viva/Defense Simulator to practice responses to potential questions related to my methodology and findings. Prompts were based on my submitted draft chapters.

The use of this AI platform was logged, and a full audit trail of prompts and outputs is available upon request from the author. All sources cited in this work have been independently verified by the author.

Why Specificity Matters: The Difference Between an Assistant and a Ghostwriter

University policies are drawing a sharp line between using AI as an assistive tool (permissible with disclosure) and using it as a ghostwriter (academic misconduct). The template above is designed to place your usage firmly in the first category. The key is providing a detailed, auditable account of your process.

Consider the difference:

Using a dedicated research platform that logs your activities provides an invaluable audit trail. At Thesionyx, our system is built to provide this traceability, allowing you to generate reports of your work that can directly support your disclosure statement. This turns a compliance headache into a simple, automated part of your research workflow.

Preparing for Your Defense: How to Talk About Your AI Use

Your disclosure doesn't end with the written statement. You must be prepared to discuss your use of AI during your viva or dissertation defense. Your committee will likely be curious, and they may have questions about your process and your reliance on the tool. This is an opportunity to demonstrate your command of both your subject and your research methods.

Be prepared to answer questions like:

• "You mentioned using Thesionyx. Can you walk us through the specific workflow you used for your literature review?"

• "How did you verify the accuracy of the information the AI provided?"

• "Were there any instances where the AI produced an incorrect or biased summary? How did you identify and correct it?"

• "What were the limitations of using this tool for your specific research topic?"

Treating AI as just another methodological tool is the key. You would expect to answer questions about your statistical software or your choice of a theoretical framework. Discussing your AI use should be no different. Practicing these answers, perhaps even using an AI-powered simulator, ensures you can speak confidently and demonstrate that you were the researcher in charge at every step.

The Next Step: Formalizing Your AI Use with Your Supervisor

The best way to ensure compliance and avoid any misunderstandings is to be proactive. Don't wait until your final submission to have this conversation. Many graduate schools are now piloting a Thesis and Dissertation AI Usage Agreement—a simple document for you, your supervisor, and your committee to sign off on at the start of your project.

This isn't just about covering your bases; it's a valuable planning tool. It prompts a crucial discussion about expectations, boundaries, and how AI can best support your research without compromising integrity. Bring the template from this article to your next meeting with your supervisor. Discuss which tools you plan to use and for what tasks.

By formalizing your approach, you turn AI from a source of anxiety into a well-managed part of your scholarly toolkit. If you are ready to explore a platform built for this new era of transparent, auditable research, we encourage you to register with Thesionyx and see how our integrated tools can support your entire thesis journey.

About Thesionyx

Thesionyx is an AI-powered operating system designed to assist researchers and higher-education students globally in drafting source-grounded theses and preparing for viva defenses. We serve a community of graduate students, early-career researchers, and academic institutions seeking to navigate the complexities of modern research with integrity and efficiency. Our greatest strength lies in providing a single, auditable platform that moves research from literature review to final draft while upholding the highest standards of academic compliance.

AI in Academia: Our View

‘‘‘As practitioners, we advocate for transparency regarding AI integration in academic work. It’s crucial for students and researchers to precisely detail how AI tools were employed, from initial ideation and literature review to data analysis and drafting. This not only upholds academic integrity but also provides valuable context for evaluators to understand the scope and limitations of AI’s contribution, ultimately fostering a more nuanced appreciation of human scholarship.‘‘‘ — the Thesionyx team