Can I Use AI for That? A Task-by-Task Guide for Researchers and Students

Published: October 27, 2026

Most researchers and students have stopped asking whether they can use AI. Instead, they want to know which tasks it's allowed for. The answer to that question depends on whose policy you read.

The good news: Underneath the variation, major publishers and universities agree that while AI can help you find, organize, and polish your work, the thinking and the accountability must be yours. Many journals say AI tools can't be listed as authors for exactly that reason: Only humans can be held responsible for a paper.

Below, we break it down task by task, with a quick reference table at the end. Just remember: Your target journal, institution, or instructor always has the final word, so don't forget to check their policy.

Key Takeaways:

• AI is generally allowed for literature searches and summaries, as long as you verify every source and check every summary against the original text.
• AI proofreading is mostly allowed, but the disclosure rules vary.
• Almost universally, policies do not allow AI to draft your argument.
• AI can help format citations, but it can't be trusted to produce them.

Can I use AI to search for and review the literature?

Generally, yes. This is one of the most widely accepted uses. The policy for Science's journals explicitly allows authors to use AI for gathering literature, without the need to disclose this use. However, many journals and institutions attach a firm condition to this allowance: The Lancet, for instance, mandates "carefully reviewing and verifying the accuracy, comprehensiveness, and impartiality of all AI-generated output."

AI works well for brainstorming search terms, mapping an unfamiliar field, or spotting angles you might have missed. Its weaknesses matter, though. It can overlook key papers, rely on outdated work, reflect biases in its training data, and point you to sources that don't exist.

Ultimately, treat AI as a starting point for your search, not as your list of sources. Every paper it suggests still needs to be found, opened, and judged by you.

Can AI summarize my sources?

Yes, as long as you check the summary against the source. Summaries are useful for triage; they can help decide which of 40 papers deserve a close read, but they're not a substitute for that close read.

AI summaries can flatten nuance, overstate findings, overlook important limitations, or blend details from two different papers. APA's guidance makes the same point: If a source is real and relevant, it's better to read the original and paraphrase or quote it yourself than to rely on AI's interpretation.

There's also the question of confidentiality. Before uploading unpublished manuscripts, restricted data, or work you're peer reviewing, check whether the tool stores or trains on what you share. Science tells its reviewers that they "may not enter any part of the manuscript into an LLM or other AI tool because this could breach the confidentiality of the manuscript.

A good rule of thumb: Never cite a paper you only know through an AI summary.

Can I use AI to proofread or edit my writing?

AI proofreading is mostly allowed, but the disclosure rules vary. Both Science and The Lancet exempt basic AI-assisted language correction from disclosure, but authors remain accountable for the final text.

The gray area is the gap between polishing and rewriting. Fixing a dangling modifier is clearly fine. Asking AI to "make this paragraph stronger" is different: It may reorder your reasoning, soften a hedge, or turn a tentative finding into a confident one. At that point, the tool is shaping your argument, not just your sentences.

Here's a quick test: If the change affects what you're claiming or how strongly you claim it, treat it as substantive. Review it line by line and disclose it.

This is also where a human expert adds the most value. An expert reviewer improves clarity and flow while preserving your meaning and voice and flags places where the argument itself is unclear instead of quietly rewriting it. And human editing doesn't raise any questions of AI disclosure.

Can AI draft my argument? Where most policies stop allowing AI

Almost universally, no. This is where policies converge most clearly. The Lancet's guidelines state that AI tools "must never be used as a substitute for human critical thinking, expertise, and evaluation," and that a manuscript must reflect the authors' "own analysis, interpretation, insights, and ideas." Likewise, Science's instructions note that AI cannot fulfill its authorship criteria, one of which is "the acquisition, analysis, or interpretation of data."

The reasoning is simple. Your argument, your interpretation of results, and your conclusions are the intellectual contribution that peer review evaluates and that your name vouches for. AI-drafted arguments also tend to be generic, overconfident, and loosely connected to the actual evidence, all of which reviewers notice.

And the risks don't end at peer review. If undisclosed or inappropriate AI use comes to light after publication, it can lead to corrections or retractions, damage your credibility with editors and colleagues, and follow your name for years. In academia, your reputation is built one paper at a time, and it's much harder to rebuild than to protect.

The stakes are equally high for students: Many universities treat submitting AI-drafted arguments as academic misconduct. When in doubt, ask your instructor before you start.

Can AI generate my citations and references?

AI can help format citations, but it can't be trusted to produce them. Language models generate text that looks like a reference, and sometimes the reference doesn't exist.

APA saw this firsthand. When its style team asked ChatGPT for supporting sources, it returned five references. One appeared not to exist, and its DOI pointed to an unrelated article. The Lancet warns that "AI-generated references can be incorrect or fabricated," and Science requires authors to ensure "all citations are appropriately cited."

Before any AI-suggested reference goes into your paper, check that:

1. The source exists and its DOI or link leads to that exact work.
2. The authors, year, title, and journal are correct.
3. The source actually supports the claim you're citing it for.
4. The entry follows your required citation style.

If you used AI in your research or writing, you may also need to cite or disclose the tool itself. APA's current guidance on citing generative AI covers reference formats and suggests describing your use in the Method section. Many journals also require a separate AI declaration at submission.

Reference checking is detailed, unglamorous work, and it's exactly where a careful human review catches what both authors and AI miss.

A quick reference table: what's typically allowed

Bookmark this table, but treat it as a general guide. Your journal's or institution's policy always takes priority.

A note on images: While Science prohibits using generative AI to create or alter research images, it allows using it to edit and format visualizations of results, provided this use is disclosed.

The bottom line

Let AI help with the work around your research: finding sources, triaging reading, and checking grammar. Keep the core work human, including your argument, your interpretation, and the accuracy of every reference. Whatever AI touches, you're accountable for it.

The tasks that matter most are also the ones AI handles least reliably: making your argument clear without changing it, and making sure every citation holds up. That's where a Scribendi expert can help through any of our services. Human review sharpens your writing, preserves your voice, and gets your manuscript ready for submission without adding any disclosure questions.

This post is part of our series on AI in academic writing. To learn where AI use becomes plagiarism, read Where’s the Line? Understanding AI and Plagiarism Before You Start. In our next post, we’ll look at how to write an AI disclosure statement for a journal and other papers.

References

McAdoo, Timothy. "How to Cite ChatGPT." APA Style Blog, April 7, 2023. Last modified September 15, 2025. https://apastyle.apa.org/blog/how-to-cite-chatgpt.

McAdoo, Timothy, Samantha Denneny, and Chelsea Lee. "Citing Generative AI in APA Style: Part 1—Reference Formats." APA Style Blog, September 9, 2025. https://apastyle.apa.org/blog/cite-generative-ai-references.

Science. "Science Journals: Editorial Policies." Accessed October 23, 2026. https://www.science.org/content/page/science-journals-editorial-policies.

The Lancet. "Editorial Policies." Accessed October 23, 2026. https://www.thelancet.com/editorial-policies.