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Upgrade Your Research Workflow from Discovery to Writing with AI

Dr. Jon GrudaEnglishLiterature reviewEnd-to-end research workflow with AI agents

TL;DR

1-min read

This hands-on tutorial with Dr. Jon Gruda, an organizational behavior researcher and scholar of psychology and management whose work on AI in academia has appeared in Nature, shows how to use AI deliberately at each stage of a research project. Using SciSpace Agent, he follows the path from locating literature to drafting a manuscript. The tutorial is aimed at graduate students, early-career scholars, experienced researchers and supervisors who guide students on ethical AI use.

Key takeaways

  • SciSpace Agent can shorten the discovery and review stage, helping you find and work through relevant literature faster than manual searching alone.
  • Organising insights into a coherent, repeatable workflow matters as much as any single tool, because it turns scattered findings into a structure you can reuse across projects.
  • To keep your academic voice, write the core arguments and outline yourself, use AI for narrow tasks such as tightening sentences, and edit every suggestion rather than pasting it in.
  • AI-assisted work should be aligned with scholarly standards, including disclosing AI use where journals or institutions require it.
  • Common pitfalls include trusting unchecked citations, accepting summaries without reading the source, uploading confidential data to unapproved tools and letting AI decide the argument; the guiding rule is that AI assists while you verify and decide.
  • Supervisors can help students by agreeing clear boundaries on which tasks AI may support and how its use is documented, while checking current institutional policy.
Apply it

To apply this, start a project in SciSpace Agent with a literature search, then carry your organised notes into drafting while you check every source and keep the interpretation your own.

How to do it

  1. Speed up discovery with SciSpace Agent

    Use SciSpace Agent to speed up literature discovery and review at the start of your project. Faster discovery gives you more time for analysis.

  2. Organise insights into a workflow

    Arrange your research insights into a coherent, repeatable workflow. A repeatable structure makes future projects quicker.

  3. Get writing support, keep your voice

    Use AI for writing support while keeping your own academic voice. This builds an AI research workflow from discovery to writing that remains yours.

  4. Align with scholarly standards

    Check that AI-assisted work meets scholarly standards and expectations. Alignment protects the credibility of your research.

  5. Avoid common AI pitfalls

    Watch for common pitfalls when adding AI to research and take steps to avoid them. Using AI deliberately at each stage keeps results reliable.

Watch the tutorial48 min

AI Research Workflow: From Literature Discovery to WritingPlay video: AI Research Workflow: From Literature Discovery to Writing

Chapters

  1. Welcome and agenda: AI research workflow from discovery to writing
  2. Can AI write your research paper? You are the pilot, AI is the autopilot
  3. ChatGPT vs specialized research AI: why generalist chatbots fall short
  4. What is SciSpace? Literature review, Chat with PDF and citation generator
  5. What makes an AI research agent different from ChatGPT? Plan, search, filter
  6. How to do a PRISMA literature review with SciSpace Agent
  7. What prompt should you use for a non-systematic literature review?
  8. Literature review methods, references and an auto-generated literature matrix
  9. Can AI write your paper's introduction and theoretical background?
  10. Does SciSpace Agent make up fake citations?
  11. Can SciSpace Agent analyze your data sets? Exporting outputs and checking references
  12. How to extract data from research papers into a table automatically
  13. How to chat with a research paper PDF in SciSpace
  14. Can you upload your own PDFs to SciSpace Agent?
  15. How to avoid the summary graveyard in your literature review
  16. How to combine SciSpace with ChatGPT or Claude to write your paper
  17. How to keep your academic voice when writing with AI
  18. Pitfalls of using AI for research writing: over-reliance and hallucinations
  19. Should you disclose AI use in your research paper?
  20. Key takeaways and closing

Try this on SciSpace

Frequently asked questions

How do I keep my own voice when writing with AI?

Write your core arguments and outline yourself, then use AI for specific tasks such as tightening sentences or suggesting structure. Edit every AI suggestion rather than pasting it in, read your draft aloud to check it sounds like you, and keep the interpretation and conclusions in your own words.

What are common mistakes when using AI in research?

Frequent mistakes include trusting citations without checking them, accepting summaries without reading the source, uploading confidential data to unapproved tools, letting AI decide the argument, and failing to disclose AI use where journals or institutions require it. A simple rule helps: AI can assist, but you verify and you decide.

Can supervisors allow students to use AI for dissertations?

Many universities now permit some AI use in dissertations, with conditions that vary by institution and programme. Supervisors can help by agreeing clear boundaries with students, such as which tasks AI may support and how its use is documented. Always check current institutional policy, since guidance is still evolving.

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