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Use generative AI only in ways the specific application allows. It can help you brainstorm, organize your own notes, check grammar, or practise—but rules vary by institution, employer, funder, application component, and stage. Keep the substance truthful and yours, verify every claim, protect private information, and disclose AI use when required.
Can you use AI to write an application?
There is no universal rule. Some organizations permit limited brainstorming or proofreading but prohibit generated application answers; others require disclosure even for uses they allow. A rule for a cover letter does not automatically apply to a writing sample, online test, or interview.
Check the instructions for the particular opportunity and for each part of the process before you use a tool. Look for AI, integrity, confidentiality, privacy, and assessment policies. If the instructions are unclear, ask the institution, employer, or funder rather than assuming that a use is acceptable.
Examples of how policies differ
| Authority and context | What its guidance says | Disclosure or stage-specific point |
|---|---|---|
| Penn Admissions, undergraduate applications | Applicants certify that their work is their own, factually true, and honestly presented. Brainstorming or grammar checking does not by itself undermine ownership; AI-generated responses and fabricated experiences do. | The applicant must be able to explain the submitted work in their own words. Penn Admissions guidance |
| Yale Undergraduate Admissions | Grammar or spelling review and general topic suggestions early in the process are not application fraud under its stated policy. Submitting substantive AI-generated content as one’s own may be application fraud. | Applies to Yale undergraduate admissions; do not assume another institution uses the same boundary. Yale AI policy |
| Cornell Graduate School | Allows brainstorming, grammar and spelling correction, short-phrase translation checks, and citation formatting for a self-authored sample. Prohibits AI-generated substantive drafts, AI-generated or substantially revised writing samples, and interview-answer assistance. | Requires disclosure of any generative AI use, including permitted uses. Field-specific rules may add requirements. Guidance updated 2026-09-01. Cornell Graduate School guidance |
| UK Research and Innovation funding applications | Prohibits generating an entire application or sections without human involvement. Applicants remain responsible for the content, and confidentiality of tool inputs is not guaranteed. | Expects transparency for substantive use; minimal uses such as improving English or formatting need not be disclosed. The guidance, updated 2026-07-06, applies to UKRI funding opportunities. UKRI guidance |
| Canadian federal public-service hiring | AI may be permitted or prohibited depending on the assessment. | When AI is permitted, guidance recommends that hiring organizations specify allowed tools and stages, identify AI-generated content and its source, and explain possible consequences. It warns that detection tools may be unreliable. Public Service Commission of Canada guidance |
| MI6 recruitment | Allows AI for advance preparation and phrasing or formatting review, but bars it in online tests, interviews, automated video interviews, written exercises, and interactive assessment centres. | Advises applicants not to enter personal data or the organization’s name. MI6 guidance |
| Australian Public Service recruitment, DEWR guidance | Applicants remain responsible for accuracy. The guidance identifies risks including generic writing, misrepresentation, inaccurate content, and privacy concerns. | Disclose AI use when asked. Guidance last modified 2026-02-24. DEWR guidance |
These examples illustrate differences, not a shared standard. Compare the rules of the authority handling your application; a policy from one university, government, or employer does not establish what another permits.
What can AI help with?
When the rules allow it, AI is most useful as a limited assistant—not as a substitute for your experience, judgment, or authorship.
- Brainstorming: Ask for questions that help you recall relevant examples, or for possible themes to consider. Use suggestions only if they fit your real experience and the application’s rules.
- Organizing: Have a tool help arrange your own notes against stated criteria, or identify topics your draft has not addressed.
- Proofreading: Ask it to identify spelling, grammar, or clarity issues without adding claims or changing your meaning. Some policies explicitly permit this kind of limited support.
- Practice: Use permitted practice questions to prepare for an interview or assessment. Preparation permission does not mean you can use AI during the live exercise.
Do not ask a tool to invent achievements, qualifications, personal stories, or evidence. Avoid submitting substantive generated writing as your own if the rules prohibit it, and do not rely on a polished-sounding answer that you cannot explain.
How to use AI without losing ownership of your application
- Read the rules first. Check the instructions for the specific application component and stage, including any disclosure or confidentiality requirements. A permitted proofreading pass does not necessarily authorize help on a test or interview.
- Start with your own material. Gather the criteria, your real examples, notes, and draft. Where brainstorming is allowed, ask for a checklist of gaps or questions that help you recall an example; do not ask for a fictional personal account.
- Set a narrow task. For an allowed proofreading pass, request spelling, grammar, or clarity feedback without adding facts or changing your meaning. Cornell permits grammar and spelling correction; Penn and Yale describe limited writing support alongside the requirement that the application remain the applicant’s own.
- Check every detail yourself. Verify names, dates, metrics, qualifications, and examples against your records. Delete anything you cannot substantiate.
- Restore your own voice. Re-read the final draft and revise wording that sounds unlike you. Penn offers a useful test: “if you couldn’t explain, in an interview or conversation, how you arrived at what you wrote, or speak to it in your own words, it isn’t ready to submit.”
- Disclose when required. Follow the exact process and format specified. Cornell asks graduate applicants to describe the category of tool, its purpose, and the section it helped; UKRI expects transparency for substantive use but exempts minimal uses. These approaches apply to their respective processes, not automatically to other applications.
Can you use AI during an interview or test?
Treat live assessments separately from preparation. Some employers and funders permit practice with AI but prohibit using it during a test, interview, written exercise, or assessment centre. MI6 lists several such prohibited stages, and UKRI prohibits AI in application interviews. Canadian federal hiring guidance says the permitted tools and stages should be specified by the hiring process.
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During a live assessment, use AI only if the instructions explicitly allow it. If the rules do not say, ask the organization before the assessment rather than relying on a general policy or on what another applicant was allowed to do.
Is it safe to paste your résumé or application into an AI tool?
Do not assume information entered into a generative AI tool is confidential. UKRI states, “The confidentiality of information entered into generative AI tools is not guaranteed.” MI6 advises applicants not to enter personal data or the organization’s name, while UKRI says not to enter another person’s sensitive or personal data without formal consent.
- Do not paste names, contact details, references, or other people’s personal information unless you have permission and the applicable rules allow it.
- Remove confidential details about an employer, funder, institution, or project before using a tool.
- Use a redacted excerpt or a general description of the issue when that is enough to get feedback.
- Check both the application policy and the tool’s data-handling terms before sharing material.
What if the application asks whether you used AI?
Answer accurately and use the disclosure format requested. Distinguish the task the tool performed—such as proofreading, organizing notes, or drafting—from the parts you wrote yourself. Do not copy another institution’s disclosure template unless your application’s rules call for it.
If the form does not explain what counts as AI use, consult its instructions or contact the organization. Policies can set different thresholds: Cornell requires disclosure of permitted generative AI assistance, while UKRI says minimal English-improvement or formatting help need not be disclosed for its funding applications.
Quick Recap
A quick decision checklist
- Have I checked the rules for this specific application, component, and stage?
- Is the assistance I want to use explicitly allowed or clearly within the stated limits?
- Are the experience, qualifications, and claims in the final application true and verifiable?
- Can I explain every submitted statement in my own words?
- Have I protected my personal information and other people’s confidential data?
- Have I disclosed AI use in the required way, if the rules ask me to?
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