
Can I Use AI for My Dissertation? What's Allowed by Stage
By Samuel de Bruyn 11 min read
Most published university rules let you use AI to proofread and fix grammar in a dissertation, some also allow it for explaining concepts or brainstorming search terms, and most forbid AI-written text in the work you submit. Every policy cited here requires some declaration of AI use, and the exact line is set by your university, faculty and committee: declared AI use is accepted at UCL, while the University of Georgia bans it unless your committee approves.
Permitted AI use in a dissertation is any use of an AI tool that your university’s written rules allow for that task, carried out within the scope your supervisor or committee approved, and declared in the form your university asks for. Anything outside that scope is unauthorised, even if another university allows it.
What AI use is allowed at each stage of a dissertation?
The table sorts each dissertation stage by what published university rules usually allow, allow only with approval or declaration, and usually forbid, as of November 2026. Your own university’s rule wins wherever the two differ.
| Stage | Usually fine | Check first and declare | Usually not allowed | Named rule |
|---|---|---|---|---|
| Topic and proposal | Explaining concepts and methods | Idea generation, outlining | AI writing substantive parts of the proposal | FIU Graduate School; UCT Commerce |
| Searching for sources | Familiarising yourself with a topic (UCL) | Search-term brainstorming; any AI search tool | AI gathering and evaluating sources (UAH default) | UCL Doctoral School; UCT Commerce; UAH Graduate School |
| Reading and summarising papers | Summarising to get familiar with a topic (UCL) | Uploading published papers to an AI tool | Pasting AI summaries into the dissertation | UCL Doctoral School; University of Melbourne; UCT Commerce |
| Literature review and synthesis | None without approval | Reading plans, with prompt logs | AI-written synthesis; fabricated or unverified references | UCT Commerce; FIU Graduate School |
| Data analysis | Support with proper oversight (FIU) | Code and syntax help, exploratory summaries | Outsourcing analysis or interpretation to AI | FIU Graduate School; UCT Commerce |
| Writing | Practice writing that stays out of the thesis (Bristol) | Organising ideas and outlining (FIU) | AI-generated text in the thesis | Bristol; Birmingham; FIU Graduate School |
| Proofreading and editing | Spelling, punctuation and basic grammar | Copyediting for clarity (UCL, UCT) | Rewriting arguments or cutting to the word count | Bristol; Birmingham; UCL; UCT Commerce |
| References | Formatting citations (UAH) | Any AI help beyond formatting | AI-produced reference lists (Melbourne advises against) | UAH Graduate School; University of Melbourne |
| Defence or viva | Not addressed by these policies | Disclosing AI use to your committee, including in drafts for review | Being unable to explain or reproduce your results | UCT Commerce; FIU Graduate School |
Can I use AI to find and read sources for my dissertation?
Using AI to find and read sources for a dissertation is allowed at some universities and forbidden by default at others. UCL’s doctoral guidance lists “using generative AI to summarise long or complex information to make it easier to review” among the uses that may not require acknowledgement. The University of Alabama in Huntsville (UAH) Graduate School takes the opposite default: “Using generative AI to gather and evaluate academic sources for literature reviews” is prohibited unless a college or department expressly allows it.
The University of Melbourne’s guidance for graduate researchers says AI tools “should not be relied on for understanding of the literature” and warns that uploading published work to an AI tool for summarising is a risk because “those works and outputs may be subsequently used by the AI tool without acknowledgement, violating copyright protections.”
UCT’s Faculty of Commerce allows “search-term brainstorming” and “drafting reading plans” if the department authorises it, requires prompt logs for the literature review, and lists “inserting AI-generated summaries or citations directly into dissertations” as not permitted for credit. The common ground is narrow: AI may help you decide what to read, but you read, judge and cite the papers yourself.
Can I use AI to write or rewrite parts of my dissertation?
Using AI to write or rewrite parts of a dissertation is forbidden by most university rules cited in this article, and the few that tolerate AI text require it to be declared or quoted. The University of Bristol says “you are not permitted to use generative AI tools to write any text that is used in your thesis.” The University of Birmingham states that “Generative AI tools must not be used by PGRs to write their theses and/or to clarify and develop their arguments.”
US graduate schools draw the same line. Florida International University (FIU) lists “Using AI to generate or re-write substantive portions of proposals, theses, dissertations, or exam responses” as unacceptable, while allowing “Assistance with organizing ideas, outlining, or clarifying writing”.
Editing an AI-written draft does not make the text acceptable under the UCT and Melbourne rules: UCT Commerce prohibits “drafting substantive sections that introduce new claims or synthesis in place of the student’s own writing”, and Melbourne’s graduate researcher guidance counts “Knowingly having a third party, including artificial intelligence technologies, write or produce any work” as academic misconduct. Melbourne requires any AI-generated text included in a thesis to be “presented in quotations”, and UCL requires AI-drafted text to be declared.
Can I use AI to proofread or edit my dissertation?
AI proofreading of a dissertation is the most widely allowed use, as long as the AI corrects errors and does not improve the content. Bristol says “It is acceptable to use AI tools to check for simple typos and grammatical errors”, and Birmingham allows tools to “correct spelling, punctuation and basic grammar errors.”
The limit is copyediting. Birmingham’s guidance for research students says AI proofreading must not be used to “Alter text to clarify and/or develop the ideas, arguments, and explanations”, to “Correct the accuracy of the information”, or to reduce the length of a submission to meet a word limit. UCL says that “If GenAI is used to draft any text including copyediting (rather than proofreading), this must be declared”.
Can I use AI for data analysis in a thesis?
AI help with data analysis in a thesis is usually allowed only with oversight, approval and disclosure, and never as a replacement for your own analysis. FIU permits “Supporting data analysis with proper oversight”, allows AI-generated code “if approved by the committee or faculty advisor”, and wants AI use in analysis reported in the Methods section. UCT Commerce prohibits “Outsourcing analysis or interpretation entirely to AI without verification” and requires that students can “explain, reproduce, and validate the results.”
Do I have to declare AI use in my dissertation?
Yes: every university policy cited in this article requires some form of declaration, though the place differs. UCT Commerce requires “a front-matter disclosure of AI use” in every dissertation, stating the tool, version and purpose. FIU wants disclosure in the preliminary pages, naming “The specific AI assisted tools used” and “The purpose and scope of their use”. UCL candidates list AI support in the Doctoral Candidate Thesis Declaration Form.
Keep records as you go: the University of Melbourne says graduate researchers “must maintain records of generative AI use, including programs or applications used, dates and prompts.” The AI disclosure statement generator turns those records into a first version of the statement, and the guide to writing an AI-use disclosure statement covers placement and wording.
What AI use do US graduate schools allow in a thesis or dissertation?
US graduate schools usually leave the decision to the student’s advisory committee, and the default ranges from a ban to permission with disclosure. In the US, a “thesis” usually means a master’s project and a “dissertation” a PhD.
- University of Georgia: generative AI in theses and dissertations “is considered unauthorized assistance” unless the advisory committee authorises it (policy posted 18 January 2024).
- Auburn University: AI use in research and writing “must be disclosed and approved by the student’s advisory committee”, and the disclosure is part of the official format requirements (last updated June 2025).
- UAH: formatting documents and citations is listed as acceptable use, and significant AI use is disclosed on the Notification of Examination/Defense form.
What AI use do UK universities allow in a PhD or master’s dissertation?
Bristol, Birmingham and UCL all allow AI proofreading for research students and say which other uses must be acknowledged or declared; Bristol and Birmingham ban AI-written thesis text, and UCL requires AI-drafted text to be declared. Bristol allows AI for typos, practice writing kept out of the thesis, and (with acknowledgement) some translation, code, diagrams and formatting. Birmingham allows AI “as study aids for their personal learning and in their research” and proofreading declared in the acknowledgements, but bans AI for writing, developing arguments or translating large amounts of text into English.
UCL’s Doctoral School aims to “promote ethical and transparent engagement with GenAI tools rather than seek to ban them”, and a sample declaration on its page reads “Notebook LM was used in the initial stages of the literature review”.
What AI use is allowed in a thesis in Australia?
At the University of Melbourne, graduate researchers may get limited AI editing help and must declare digital assistance tools in the thesis. Melbourne’s guidance for graduate researchers says “editing assistance should be limited to elements such as language and expression”, does not recommend using GenAI “to produce a reference list or to manage your citations and references”, and says “Any text generated by AI tools and included in the thesis must be presented in quotations”.
What AI use is allowed in a dissertation in South Africa?
At the University of Cape Town (UCT), the Faculty of Commerce has published a detailed stage-by-stage framework for AI in dissertations. The UCT Commerce framework (revised December 2025) applies to “all Honours, Masters and PhD dissertations (major and minor)”. Spelling and grammar software is allowed; anything broader needs departmental guidelines, and supervisors “are not authorised to independently permit AI use beyond what is indicated.”
UCT Commerce requires every student to “declare any use of AI and keep a record or portfolio of prompts and outputs”, and states that AI detection tools “are unreliable and may not be used as the sole evidence of misconduct”. At UNISA or any other South African university, find your own faculty’s rule.
How do I find my own university’s AI rules for a dissertation?
Your university’s AI rule for a dissertation sits in a hierarchy, and the most specific written rule applies. Check in this order:
- The faculty or department guideline for dissertations (UCT Commerce and UAH both defer to department rules where they exist).
- The graduate school or doctoral school policy, which applies when no department rule exists (UAH says guidelines “will default to those of the UAH Graduate School”).
- Your supervisor or committee’s written approval for the specific tool and task (UGA and Auburn require committee approval).
- The declaration form or thesis format guide, which says where the disclosure goes.
Get any approval in writing, with the date and the scope of the approved use.
How do I use an AI assistant for writing backed by sources within my university’s rules?
An AI assistant for writing backed by sources fits the dissertation stages many rules allow with approval or declaration: finding, reading, comparing and checking evidence, while the student does the thinking and the writing.
Litrevu is an AI assistant for writing backed by sources. It reads every paper, report and PDF you add, answers your questions with a citation to the exact passage behind each claim, compares sources side by side, and checks your own draft against them.
- Check the rule first. Confirm that your department allows AI reading support, and whether uploading published PDFs is acceptable given the copyright caution the University of Melbourne raises.
- Add your papers. Upload PDFs, paste a PDF, DOI or arXiv link, or pick open-access papers Litrevu finds on your topic.
- Ask, then read the passage. Answers are cited only from your papers, each citation opens the highlighted passage, and Litrevu says when your papers do not cover a question.
- Compare in a cited table. See where studies agree and differ; you decide what the pattern means.
- Write your own paragraph, then check it. Each claim comes back as Supported, Partly supported, Contradicted or Not in your papers. “Not in your papers” means your library does not cover the claim, not that the claim is false.
- Log it for your declaration. Record the tool, dates and tasks.
A format illustration of a claim check (placeholder, not a real result):
| Your sentence | Label | Cited passage |
|---|---|---|
| “[Your claim about X] (Author, Year).” | Partly supported | Highlighted passage in (Author, Year) |
Litrevu can also draft text, but many universities, Bristol and Birmingham among them, do not allow AI-written text in a submitted thesis even after editing. Check your policy, write the dissertation yourself and declare how you used any tool.
Frequently asked questions
Can I use ChatGPT for my dissertation?
You can use ChatGPT for a dissertation only for the tasks your university’s written rules allow, and usually only with a declaration. Most published rules allow AI proofreading and forbid ChatGPT-written text in the submitted work. The University of Georgia treats any generative AI use in a thesis or dissertation as unauthorised unless the advisory committee approves it.
How much AI is allowed in a dissertation?
No university cited in this article sets a percentage of AI that is allowed in a dissertation. The rules work by task instead: proofreading is usually fine, reading support and coding help often need approval and declaration, and AI-written text, arguments or analysis are usually not allowed. Check your department’s rule, because it overrides the graduate school default.
Do I need to declare Grammarly or AI proofreading in my thesis?
Whether you declare AI proofreading in a thesis depends on the university. UCL says help with grammar may not require acknowledgement but copyediting must be declared, while Birmingham requires PGR proofreading use to be declared in the thesis acknowledgements. If your rule is unclear, declaring the use is the safer choice.
What happens if I use AI in my dissertation without declaring it?
Undeclared AI use in a dissertation is treated as misconduct under the policies cited in this article. UCT Commerce states that “Undeclared or inappropriate AI use constitutes academic or research misconduct” and that degree awards are deferred until a review ends. UAH says undisclosed use may result in a student not completing their degree.
Can my supervisor give me permission to use AI?
A supervisor can approve AI use at some universities and cannot at others. UGA and Auburn place the decision with the advisory committee, and UAH requires students to discuss AI use with their advisor before using it. At UCT’s Faculty of Commerce, supervisors “are not authorised to independently permit AI use beyond what is indicated” in the faculty guideline.
Where should you start?
Start with your department’s written AI rule and a dated log of every AI tool you use. If your rule allows AI reading support, add the papers behind your chapter to Litrevu and check your own paragraphs against them. Try it on your own papers. Free to start, no credit card required.