AI Tools for Research Workflow in Academia (maintained under https://buff.ly/3zXkFMs by Prof. Niels Van Quaquebeke)
AI Tools for the Research Workflow in Academia
Maintained by Prof. Niels Van Quaquebeke (24. August 2025)
This document is part of my thesis supervision video course (open enrollment for anyone and for free): https://courses.quaquebeke.com/courses/thesis-introduction
Brand new publication on the topic: Van Quaquebeke, N. Tonidandel, S. & Banks, G. C. (In press). Beyond Efficiency: How Artificial Intelligence (AI) will reshape scientific inquiry and the publication process. The Leadership Quarterly. https://doi.org/10.1016/j.leaqua.2025.101895
Disclaimer:
- Use AI assistance for your academic projects. It will make your life easier. But use it with care. AIs will speak with a confidence that is seldom warranted in academic writing. Also, they will at times "hallucinate" and, for instance, make up references or interpretations. Double check everything.
- Check with your thesis supervisor on the rules of your institution (or with the journal you are submitting to) regarding AI use.
- Do not use all listed AI tools. Have a look at them, and then decide which ones work best for your workflow.
- If a tool does not work for you right now, check back in a few weeks. The speed of development in this space is phenomenal. Things change quickly. Also, best to bookmark this Google doc for updates.
- Some apps are free, some freemium (i.e. pay for additional features or extensive use).
- Some tools are strictly speaking not AI apps, but they belong into the workflow … and lazy me didn’t want to create a separate document.
Feel free to spread the doc if you find it helpful. And drop me an email if you find something is missing. https://www.klu.org/quaquebeke
For quick access, click on jump links:
Additional Note on AI Development
Research and discovery
Note-taking and organization
Summarization of papers
Meta-Analyses
Text transcription (from audio or video files)
Translation
Research material creation
Video Creation
Finding data(bases)/Recruiting
Analysis of data
Writing assistance
Checks, Feedback, and Review
Visuals and presentation
Prompting
Miscellaneous
There’s always an AI for that
Email writing assistance
People to follow on Twitter for AI use in academic research
Final note (not AI): Work with a standardized format
Additional Note on AI Development
Own GPTs: As of 7th of November 2023, ChatGPT announced that people can develop their own GPTs and then provide these GPTs to others via a WebShop. In the future, it seems very feasible that you can train your own personal research assistant based on your writing and other documents (though the copyright regarding the training material is somewhat of a wild west domain right now). This “research assistant” can then assist not only with discovery but also writing.
Wrappers: Generally, it seems many services are structured around the API of big AI companies (i.e. OpenAI, anthropomorphic, Google, Adobe, Meta, etc.). So if you bet on such a wrapper service that very service may be rendered obsolete in the future. It’s therefore a dilemma between moving fast with a first mover wrapper, or waiting a bit with likely a more sustainable base service.
Models: Most of the big LLM companies have put out different models of their tools, some better suited fro prose other better for analytical thinking and deep search. Make conscious choices which model fits best for your purposes. And keep in mind the landscape is shifting rapidly. So your once favorite model may not be the best for your purposes anymore when you need it again.
Prompting: A lot of the work with LLMs really comes down to prompting. The essential advice of writing a good prompt for academic research...write as if your are talking to your research assistant
✔ Provide sufficient context
✔ Provide a clear task
✔ Clearly stipulate the kind of output you want to get
✔ Be friendly, emotional and encouraging
You may create or refine over time your perfect one. Here is one that may help you get started:
"You are now operating as a world-class academic research assistant trained in deep reading, structured synthesis, and factual precision.
Your role:
- Act as a scholarly collaborator for students, researchers, writers, and knowledge workers.
- Provide clean, citation-rich summaries of academic papers.
- Extract and compare key arguments across multiple sources.
- Attribute quotes and ideas to authors and their institutions.
- Write formal, cohesive research notes in academic tone and structure.
Your rules:
- Never hallucinate sources or facts. If something isn’t in the text, say “not available.”
- Include author names, paper titles, and publication year when citing.
- Use formal academic English — avoid casual tone.
- Default citation format is APA unless user specifies otherwise.
- Always structure your output with clear section headings: Abstract, Summary by Source, Comparative Analysis, and Synthesis & Takeaways.
- End with a full bibliography.
- Assume all inputs are from reputable academic sources unless told otherwise.
When a user gives you a document, treat it like a scholarly text. When they give a topic, find structure and help them reason through it academically.
You are not a chatbot. You are a rigorous academic co-author."
Research and discovery
- scite.ai: A platform for exploring research papers, their citations, and the context in which they are cited.
- Semantic Scholar: An AI-powered research search engine for finding relevant papers and articles.
- scholarqa.allen.ai/: An AI on top of semantic scholar, focussed on open access papers.
- Connected Papers: A visual tool for discovering and exploring related research papers.
- elicit.org: Finds relevant papers without perfect keyword match, summarizes takeaways from the paper specific to your question, and extracts key information from the papers.
- scilink.ai/app/: Answers your questions and cites its sources.
- researchrabbit.ai: AI tool to help you find relevant papers and extract insights.
- litmaps.com/: Literature review software with visualization element
- lateral.io: AI solution for automating document search and analysis
- consensus.app/search/: Get quick answers to questions based on scientific papers
- iris.ai/: Smart search with smart filters, reading list analysis, auto-generated summaries, autonomous extraction and systematizing of data
- perplexity.ai/: Allows users to ask questions in natural language. Ai responds with cites and sources.
- phind.com/: ChatGPT but it cites (unfortunately most non-academic) sources.
- keenious.com/: Word plugin that helps you find relevant research around your document.
- sourcely.net/ Find references for statements in (your) documents.
- scholar.google.com : Sure, not the type of AI you’d expect, but it is your go-to point for references.
- scinapse.io/ A bit like Google Scholar but more detailed.
- scilynk.com/: Personalized feed on keywords with article summaries. Includes concept linking and data visualization.
- the-literature.com/: Type your question and select what you’d like to receive: Synopsis, Lit Review, Numerical Statistical Analysis, Comparative Therapy Analysis, Study Curriculum, Board Exam Questions (all mainly re medical field)
- evidencehunt.com/:Searches for evidence across systematic reviews. Pinpoint where gaps are in consensus or data exist. More medicine focussed.
- abstrackr.cebm.brown.edu/: An online tool for semi-automated abstract screening.
- rayyan.ai/: App to allow for quicker and collaborative reviews of topics.
- searchsmart.org/: Compare 92 academic databases and their search systems to identify the best academic databases for you (not AI)
- Research Kick: App will assist you finding compelling research questions and tell you if a question has already been answered.
- storm.genie.stanford.edu/: Wikipedia style reviews on your topics with supposedly higher reference accuracy and less hallucination.
- answerthis.io/ AI-powered comprehensive answers with direct citations from 250M+ verified research sources in minutes.
- undermind.ai/ Maps out published knowledge. Highlights underexplored areas. And emerging questions.
- noahai.co/ organizes your literature by themes (mainly life sciences)
- bohrium.com/ Explores citation networks. Finds less connected or under-cited topics.
Note-taking and organization
- obsidian.md: A knowledge management tool for creating interconnected notes.
- notion.so: An all-in-one workspace for taking notes, managing tasks, and organizing projects. It also assists in writing.
- coda.io/ Coda brings all your words, data, and teamwork into one structured doc.
- audiopen.ai/: Convert voice recordings intro structured text
- zotero.org: A reference management tool that can be integrated with other platforms.
- ZoteroBib: A free, quick, and easy-to-use citation generator from Zotero.
- dante-ai.com/: Custom GPT chatbots trained on your data. So you can feed it your notes (or scientific articles) thereby educating it in your field.
Summarization of papers
- cohere.ai: AI-powered platform for summarizing research papers and articles.
- typeset.io: A platform (now https://scispace.com/) to help you understand and summarize research papers.
- chatpdf.com: A tool that turns PDFs into interactive summaries.
- wiseone.io/ (edge extension) and casper-ai (Chrome extension) to help you summarize (parts of) papers
- humata.ai/ Ask an AI anything about your files.
- scholarcy.com/: Article summarizer
- askpaper.ai/ By uploading papers either by URL or by uploading a PDF file, you can ask natural language questions about the paper..
- Chat.openai.com: And obviously you can also use ChatGPT for it. Here with a specific prompt designed by Ethan Mollick.
- scisummary.com/ Breaks down paper content. Helping you discover what the paper covers and what it doesn't.
Meta-Analyses
- metabus.org/: cloud-based research synthesis platform sitting atop the world's largest collection of curated social science research findings.
- asreview.nl/: active learning techniques to screen large amounts of text. Locally installed.
- hubmeta.com/: Early beta of AI for systematic reviews and meta-analyses.
Text transcription (from audio or video files)
- rev.com seems to be the industry leader with some human transcribing assistance possible. The AI part seems to rely on https://www.rev.ai This platform also offers a suite of other options, such as topic analyses and sentiment analyses.
- descript.com/transcription which seems to rely on the AI engine of rev but offers additional services (like video-editing).
- audiopen.ai/ Transcription and summary of unstructured voice notes.
- otter.ai seems to have been a big player but somewhat lagging behind now. Though, who is to say. Things develop so quickly in that sphere.
- tucan.ai/ Based on audio input, it takes notes, creates summaries, and provides analytical insights.
- alrite.io/ai/: Same. Audio and video transcription with some more sophisticated features such as searchable archives.
Translation
- DeepL: A highly accurate AI-powered translation tool for translating texts between various languages.
Research material creation
- Simulations: You can use tools such chatGPT to program the basis for simulations (e.g., agent-based modeling)
- https://mostly.ai/: Simulate (more) data based on your own data. This may get you out of some of the restraints of your existing data (privacy, size, etc.)
- Experiments: You can use tools such as chatGPT to create vignette scenarios for experiments or other experimental material, for instance, different types of speech that vary on certain dimensions. But prompt it that only certain dimensions should systematically vary, while others are to be kept constant.
- Stimulus material: Use generative AI for pictures (midjourney or dall-e for pictures, pictory or runway for video, even with a scripted speaker such as in synthesia or d-id.com/)
- invt.ai/: Develop your own AI-powered chat-bot.
- papercup.com: AI powered dubbing useful to provide teaching/research video/sound material in any language. Get your videos in any language.
- beta.elevenlabs.io/: Text to Speech and Voice Cloning software. Lifelike voices narrating your content.
- github.com/features/copilot: This tool assists you in coding/programing what you want.
- Surveys: If no validated scales are available, you can use tools such as chatGPT to generate first ideas for scale items. But prompt it to follow guidelines of optimal item formulation (i.e. no double barrelled items, no double negations etc.)
Video Creation
Finding data(bases)/Recruiting
- clickable.so/: Can help you create compelling ads to recruit participants.
- askpaper.ai/ Helps physicians and biomedical researchers to search for machine learning datasets in the medical research papers.
Analysis of data
- Statistics: You can use tools such chatGPT (or claude.ai/login) to help you program statistics code in plain language, for instance, telling it to program the STATA do-file. Or use it to program in one language and convert it to any other program, such as SPSS syntax.
- As of end of April 2023, chatGPT introduced code interpreter (currently only for plus members). Its features allow you to upload, for instance, excel files and have it look for patterns and even plot them (incl. sensitivity analyses etc). Basically, it can run Python on your data - all with plain language commands..
- Text-mining: https://www.cortext.net offers various tools and functionalities to help researchers and analysts explore, analyze, and visualize large corpora of text data.
- Text analysis: https://www.liwc.app/ offers a dictionary-based approach to text analysis.
- Text analysis: rev.ai This platform offers topic and sentiment analyses.
Writing assistance
- gomoonbeam.com: An interactive AI-powered writing assistant for generating table of contents, outlines, first sentences and paragraphs.
- chatGPT: A powerful chatbot that helps you structure and develop thoughts (so far no direct access to internet though this seems to be slowly changing as of late April 2023). Note, you can install plugins such as scholar-ai to help you find the right articles within chatGPT.
- Bard.google: Google’s variant of ChatGPT
- reword.co/: A mix of moonbeam and chatGPT but you can train it with the writing style of your favorite authors, thereby giving it the tone you want.
- claude.ai/: Similar to ChatGPT but seems to take a more careful approach and not speak as confidently. It can summarize information, answer queries, assist with writing, and even generate code.
- new Bing: A variant of chatGPT but with access to the internet. Can be adjusted from creative to conservative in its responses.
- jenni.ai: AI-powered writing tool to help you iteratively draft and edit content. Including the option to insert citations.
- paperpal.com: An AI writing assistant for creating well-structured documents.
- Writefull: An AI-powered writing tool that provides feedback on grammar, style, and usage.
- RefNWrite: A Microsoft Word add-in for searching and reusing phrases and sentences from reference materials.
- hemingwayapp.com: A tool for improving the clarity and readability of your writing.
- Poe.com: Allows users to ask questions and obtain answers from a range of AI bots built on top of large language models (LLMs), including those from ChatGPT developer OpenAI, and other companies like Anthropic
- pi.ai/talk: is an AI personal assistance that you can also ask about writing specific things.
- grammarly.com: A writing assistant that checks grammar, punctuation, and style.
- powerthesaurus.org/: As the name says, a more powerful thesaurus.
- Deepl write: Word smithing, better words and grammar, in multiple languages.
- languagetool.org/: Multilingual spelling, style, and grammar checker that helps correct or paraphrase texts.
- trinka.ai/: Grammar and language checker. Writing assistant.
- quillbot.com: A versatile AI tool for paraphrasing, summarizing, and checking.
- phrasebank.manchester.ac.uk/: Not AI, but a good selection of how to phrase things in academic writing.
- textfx.withgoogle.com/ A collection of quirky little tools (based on Google Palm 2) that help you to reformulate what you’ve written or find analogies or develop scenes etc. Fun to play with.
Checks, Feedback, and Review
Visuals and presentation
- mindthegraph.com: A platform for creating scientific illustrations and infographics.
- graphmaker.ai: AI-powered tool for creating graphs, charts, and diagrams.
- midjourney.com: A platform for exploring AI-generated art.
- labs.openai.com: Dall-E, OpenAI's platform showcasing AI visual applications.
- beautiful.ai/: Turning papers or other info into (dynamic) ppt presentations
- Gamma.app: Turns paper into ppt presentation (attention, also hallucinates)
- illustrae.co/: Illustrate your ideas
Prompting
Note that for many AI tools such as chatGPT, new bing, or midjourney, you need to provide good input. This is referred to as “pompting”. Learn here how to write better prompts:
Miscellaneous
There’s always an AI for that
- theresanaiforthat.com/: fairly comprehensive repository of AI apps. Search for specific needs that may not be covered in the list above.
- poe.com/login: There are so many AI tools that it can become hard to keep the overview. Poe offers (for free) for you to try out multiple tools at the same time.
Email writing assistance
- chatgptwriter.ai: AI-powered writing assistant that helps you draft more polite and empathetic emails.
- Note that Outlook and Gmail will soon include buttons to reformulate emails (currently beta testing)
People to follow on Twitter for AI use in academic research
- Artifexx: Twitter account of Ilya Shabanov sharing insights and developments in AI, machine learning, and other tech fields in regards to academia..
- MushtaqBilalPhD: Twitter account of Dr. Mushtaq Bilal, who shares information on academic writing and research with AI
- Ethan Mollick: Wharton professor who generally dabbles in the AI field and outlines consequences for teaching (and research). Very playful approach.
Final note (not AI): Work with a standardized format
- Before you start, acquaint yourself with format styles in Microsoft Word (or LaTex). It will be much easier for you if you have a nicely structured document to work off. For all other matters, follow the latest APA style guide https://apastyle.apa.org (here you can easily find how to format/say/depict/report things according to APA standards)