Literature review

Write a literature review that argues something

Most weak literature reviews are a list of summaries in the order the author read them. This workflow takes you from a folder of PDFs to a review organized by theme, with every claim tied to a source you've actually opened.

Free plan includes 100 AI Autocomplete / Ghost Text · 5,000 AI Writing Words · 100 AI Rewrites.

Synthesis matrix

SourceDesignFeedback timingFinding
Paper 1 · 2019RCT, n = 212Within 48 hoursMore revisions, higher final marks
Paper 2 · 2021Survey, n = 1,040Self-reportedStudents value speed over detail
Paper 3 · 2023Interviews, n = 18Two weeks or moreComments ignored once grades are out

Illustrative matrix, filled from Chat with Files answers and their page references.

The problem

Where literature reviews go wrong

The same four problems turn up in undergraduate essays and doctoral chapters alike.

Summary after summary

"Study A found X. Study B found Y." This tells the reader what you read, not what the field knows. Examiners call it an annotated bibliography with the bullets removed.

No way to see across papers

By paper 30 you can't remember which study used which sample. Without a matrix or something like it, patterns and contradictions stay invisible.

Citations drift from their sources

You write a sentence from memory, attach the citation you think it came from, and three drafts later nobody can tell whether the paper says that.

The gap appears from nowhere

The final paragraph announces a gap that the previous ten pages never built towards.

Step by step

How to do it in LitraMind

Steps 2 and 3 are the ones people skip, and they're the ones that make the writing easy.

  1. Start a Literature Review document and add your PDFs

    Pick the Literature Review template and upload the papers you already have, as PDF or DOCX. They become context the AI can draw on while you write.

    About Write New Paper
  2. Question each paper before you write about it

    Open a paper in Chat with Files and ask the same things of each one: research question, sample, method, main finding, stated limitations. Answers come with page references, so you can jump to the passage and check it.

    About Chat with Files
  3. Build the matrix

    Put those answers into a table in your document, one row per paper and one column per question. It's the most useful half-day you'll spend on a review.

  4. Draft by theme, not by paper

    Read down each column. Where papers agree, disagree or use different methods, you have a theme. Use AI Write's Draft Literature Review prompt with your uploaded papers attached to get a first pass at each theme, then rewrite it around your own reading.

    About AI Write
  5. Fill the holes

    Highlight a claim that rests on a single source and look for more with Research & Cite. Filter by publication year, article type or open access, then insert the citation in your style.

    About Research & Cite
  6. Tighten and check

    Run AI Edit for consistent terminology and abbreviations, then reread each cited sentence against the page it came from.

    About AI Edit
The guide

How to structure the review

The mechanics below apply whatever you write it in.

Pick an organizing principle and say what it is

Thematic organization is the default in most fields: group by idea, not by author. Chronological works when the story is how thinking changed. Methodological works when the disagreement in the field is really about how things were measured.

Tell the reader which one you've chosen in the opening paragraph. It costs one sentence and makes the rest of the chapter easier to follow.

Common ways to organize a literature review
StructureUse it whenWatch out for
ThematicSeveral strands of research bear on your questionThemes that are only topics, with no argument
ChronologicalThe field changed direction and the history mattersSliding into a timeline of who published when
MethodologicalFindings differ because methods differLosing sight of what was actually found
TheoreticalCompeting frameworks explain the same evidenceDescribing theories without testing them against studies

Write paragraphs that synthesize

A synthesis paragraph opens with a claim about the literature, not about a paper. It then brings in two or more sources that support, complicate or contradict the claim, and closes by saying what follows.

Compare a summary sentence, "Study A surveyed 300 nurses and found burnout was linked to shift length", with a synthesis sentence, "Shift length is the most consistent predictor of burnout across settings, although the two studies that controlled for staffing ratios found a weaker effect." The second one does the work a review is for.

A quick test: if a paragraph starts with an author's name, it is probably a summary.

How many sources is enough

There's no number. A workable stopping rule is saturation: when new searches keep returning papers you've already seen, and new papers stop changing your matrix, you've covered the ground.

Your supervisor or assignment brief may give a range. Treat it as a floor for coverage, not a target to hit.

Earn the gap

The gap you identify at the end should be visible in the matrix: an empty column, a population nobody sampled, a method nobody tried. If the reader is surprised by your gap, the review hasn't set it up.

Written by the LitraMind team. Last reviewed .

In their words

What researchers and students say

“It was particularly helpful when I had papers using slightly different terminology for similar concepts. Grouping the literature became much easier.”

Emily C•••Doctoral Researcher, PsychologyP••• C••• R••• University, Canada

“I liked that I could work section by section rather than asking it to produce an entire review. That fitted much better with how I actually write academically.”

Liam O•••PhD Candidate, EducationD••• M••• University, Ireland

“For me the biggest benefit was getting past the blank-page stage. Once the main themes were visible, writing and refining the review became much more manageable.”

Hannah M•••Doctoral Researcher, Social SciencesR••• University, Germany
Straight answer

What stays your job

The tool handles retrieval and first drafts. The judgment is yours.

  • Deciding what the themes are. AI Write can draft a paragraph on a theme; choosing the themes is the intellectual work of the review.
  • Reading the key papers properly. Chat answers are a way in, with page references to check. They don't replace reading the ten papers your argument rests on.
  • Search coverage. Research & Cite finds relevant sources, but for a thesis you should still run structured searches in your field's databases and keep a record of them.
Questions

Questions people ask

Short answers before you start. Plan limits are on the pricing page.

See plans and limits
Can AI write my literature review for me?
It can draft sections from papers you upload, and that draft is a reasonable starting point. It can't judge which studies matter most for your question or what a disagreement between them means. Reviews that skip that step read as summaries, and markers notice.
Does it make up references?
Citations inserted through Research & Cite come from searches of scholarly databases and academic indexes, not from the model's memory. You should still open each source: a real paper can be cited for something it doesn't say.
Which citation styles are supported?
APA 7th, MLA 9th, Chicago, Harvard, IEEE and Vancouver. If you change style later, in-text citations and the reference list reformat across the document.
How long should a literature review be?
Follow your brief. As a rough guide, the review chapter of a thesis is often somewhere between a fifth and a third of the total word count. Length matters less than whether each section moves your argument forward.
Can I use this for a systematic review?
Parts of it. The systematic review page sets out what the app helps with and where you still need dedicated screening and statistics tools.

Start with the papers you already have

Upload a few PDFs to LitraMind, ask each one the same five questions, and see your matrix take shape.