24 NotebookLM Prompts for Research & Literature Review (2026)

Build a synthesis matrix across all sources in this notebook. Rows = each source (author, year, title). Columns = research question, methodology, sample or dataset, key findings, and stated limitations. Fill every cell only from the source itself and cite the section or page each cell comes from. If a source does not report something, write "not reported" rather than inferring it. Do not use any information outside these sources. Return as a table, then a two-sentence note on the most obvious pattern across the rows.

Identify the major themes that recur across all the sources in this notebook. For each theme, name it, describe it in one sentence, and list which sources address it with a citation to the relevant section. Order themes from most to least frequently discussed. Note any theme that appears in only one source so I can see what is idiosyncratic versus shared. Only use these sources, and say so if a theme I might expect is absent from them.

Using only these sources, trace how thinking on [topic] developed over time. Build a dated list: for each entry give the year, the source, what it contributed or changed, and a citation. Show how later work built on, revised, or challenged earlier work in the notebook. Distinguish what a source claims from how later sources characterize it. If there are gaps in the timeline that my sources do not cover, name them explicitly rather than filling them in.

From these sources only, identify the key authors and foundational works in this area. For each, note what they are credited with, how often and by whom they are cited within my notebook, and which of my sources build on them. Cite the passages where each author or work is referenced. Distinguish authors whose own work is in the notebook from those only cited by others. Do not rank by outside reputation — base everything on how these sources treat them.

Create a glossary of the key technical terms used across these sources. For each term, give the definition as it is used in the sources, cite where it is defined or first used, and flag any term that different sources define differently — quoting each definition with its citation. If a term is used without being defined anywhere in the notebook, note that. Only use these sources. Order the glossary alphabetically.

Across all sources in this notebook, map where they agree and where they disagree on [topic or question]. Give three sections: (1) points of consensus, with the sources that support each and a citation; (2) points of genuine disagreement, showing who claims what and on what basis, each cited; (3) points where sources talk past each other because they use different definitions or measures. Only use these sources. Where the sources are silent on part of the question, say so rather than resolving it yourself.

Scan all sources in this notebook for direct contradictions — places where one source's finding, figure, or claim conflicts with another's. For each contradiction, quote both sides with citations, state precisely what conflicts, and note any plausible reason for the difference visible in the sources (different sample, method, timeframe, or definition). Do not invent an explanation the sources do not support. Only use these sources. List contradictions from most to least significant.

Answer this research question using only these sources: "[paste your question]". Synthesize what the body of sources collectively supports, not a paper-by-paper summary. Support every claim with a citation to the source and section. Where sources disagree, present the range of positions rather than picking one. If the sources do not answer part of the question, state clearly what is missing. End with a one-sentence bottom line and a note on how strongly the sources support it.

Compare what these sources find specifically about [variable or outcome, e.g. effect of X on Y]. Build a table: source, direction and size of the finding, how it was measured, sample or context, and citation. Note where findings converge and where they diverge, and whether divergence tracks with differences in method or population. If a source touches the variable but does not report a clear result, note that instead of forcing one. Only use these sources.

For the main claim that [paste the claim], rank the supporting evidence across these sources from strongest to weakest. For each source, note the study design, sample size, whether it is primary research or a review, and any limitations the source itself states, then explain why you placed it where you did — citing each. Group the evidence into strong, moderate, and weak. Only use these sources. Be explicit if the strongest available evidence is still weak.

Build a methodology comparison table across all empirical sources in this notebook. Columns: source, study design, sample or dataset and its size, key measures or instruments, analysis method, and main methodological limitation. Fill each cell only from the source and cite the section it came from. Where a source does not report a detail, write "not reported" and do not guess. Only use these sources. After the table, note in two sentences which methodological choices vary most across the set.

For each source in this notebook, list its limitations and potential biases. Include limitations the authors state themselves (cited) and, separately, any limitations visible in the method that they do not acknowledge — but only where the source's own text supports the observation, cited. Consider sampling, measurement, funding or conflicts of interest disclosed, and generalizability. Do not speculate beyond what the source shows. Only use these sources. Return grouped by source.

Extract the sample and method details from every empirical source in this notebook. For each, report: population and how it was recruited or selected, sample size, setting or timeframe, study design, and any inclusion or exclusion criteria — each with a citation to the section. If a detail is not reported, mark it "not reported". Do not infer or fill in typical values. Only use these sources. Return as one row per source.

I want to write: "[paste the claim you plan to make]" and cite [source name]. Check whether that source actually supports this claim. Quote the exact passage that does or does not support it, with a citation. Tell me whether the source fully supports it, partly supports it, or does not support it, and if partly, what qualification I need to add. If the source says something more cautious or narrower than my claim, show me the gap. Use only that source.

Based only on these sources, identify gaps in the literature — questions, populations, methods, or contexts that none of the sources address. For each gap, explain what is missing, cite the sources that get closest to it to show the boundary, and note why it matters. Be careful to distinguish a genuine gap from something my sources simply do not include but that may exist elsewhere — flag which is which. Only use these sources. List gaps from most to least significant.

Go through every source in this notebook and extract the future work, next steps, and open directions the authors themselves propose. For each, quote or paraphrase it with a citation to the source and section. Group similar suggestions together and note where multiple authors call for the same thing — that convergence signals a priority. Only use these sources. Return grouped by theme, with the sources listed under each.

Across these sources, list the questions that remain unanswered — either explicitly raised and left open by the authors, or clearly implied by conflicting or incomplete findings. For each, cite the sources that raise or imply it and explain briefly why it is still open. Separate questions the sources explicitly name from ones you infer from the state of the evidence. Only use these sources. Order by how central each question is to the topic.

From the contradictions among these sources, identify the ones most worth investigating further. For each, state the conflict with citations to both sides, explain why resolving it matters, and note what kind of study or evidence would help settle it — based only on what the sources reveal about the disagreement. Do not propose methods the sources give no basis for. Only use these sources. Rank by potential impact of resolving the contradiction.

Propose testable hypotheses that follow from these sources. For each hypothesis, ground it explicitly in the findings that motivate it, citing the relevant sources, and note whether existing sources partly support, partly contradict, or simply do not test it. Do not propose hypotheses the sources give no basis for. Keep each hypothesis specific and falsifiable. Only use these sources. Return as a numbered list with the supporting citations under each.

Draft a literature-review outline on [topic] using only these sources. Organize it thematically, not source-by-source. For each section and subsection, give a one-line description of what it argues and list the sources that belong in it with citations. Include an introduction that frames the question and a synthesis section that states what the body of work collectively shows. Note any section where my sources are thin so I know where to add reading. Only use these sources.

Write one review paragraph on [sub-topic] using only these sources. Synthesize across the relevant sources rather than describing them one at a time, and attach an inline citation to every factual claim, naming the source and section. Where sources disagree, reflect that in the paragraph rather than smoothing it over. Keep it to about 150 words in a formal academic register. Do not add any claim not supported by a citation from these sources. End by listing the sources you cited.

Create an annotated bibliography for every source in this notebook. For each source, give the full reference, then a 3-4 sentence annotation covering: the research question, the method and sample, the key findings, and how it relates to the others in the notebook. Base every annotation only on the source itself and cite the sections you drew from. Do not evaluate against outside literature. Only use these sources. Order alphabetically by first author.

Draft a 200-word structured abstract for a literature review of these sources, with the parts: background, objective, what the reviewed sources collectively show, and the main gap or open question. Base every statement only on these sources and keep it faithful to what they support — do not overstate consensus or novelty. Where the body of sources is genuinely divided, say so. Only use these sources. Write in a formal academic register.

Generate a Deep Dive Audio Overview focused on this: walk through the [3-5 named papers] in this notebook on [topic]. Cover what each argues, where they agree and disagree, the strength of the evidence behind the main claims, and the open questions they leave. Stay strictly within these sources and do not bring in outside information. Prioritize the disagreements and the methodological differences over background — I already know the basics. Keep it rigorous, not promotional.