Who should use the Streamline Literature Review with SciSummary workflow?
Teams or solo builders working on research tools tasks who want a repeatable process instead of one-off tool experiments.
AI Workflow · Research Tools
Efficiently gather, summarize, and synthesize scientific papers using SciSummary’s AI-powered tools for structured extraction, figure analysis, and multi-paper comparison.
Deliverable outcome
A complete, citation-ready literature review draft with synthesized findings and visual data insights.
30-90 minutes
Includes setup plus initial result generation
Free to start
You can swap tools by pricing and policy requirements
A complete, citation-ready literature review draft with synthesized findings and visual data insights.
Use each step output as the input for the next stage
Step map
Instead of relying on a single generic AI model, this pipeline connects specialized tools to maximize quality. First, you'll use SciSummary to all target papers are imported, parsed, and organized into labeled groups ready for summarization. Then, you pass the output to Elicit to each paper has a verified, editable ai summary capturing its core contribution. Then, you pass the output to Elicit to all critical figures and tables are decoded into textual insights, ready for cross-paper comparison. Then, you pass the output to ASReview LAB to a synthesized comparison document highlighting consensus, conflicts, and research gaps across selected papers. Finally, Jenni AI is used to a complete, citation-ready literature review draft with synthesized findings and visual data insights.
Import and Organize Target Papers
All target papers are imported, parsed, and organized into labeled groups ready for summarization.
Generate Individual Paper Summaries
Each paper has a verified, editable AI summary capturing its core contribution.
Extract and Analyze Figures and Tables
All critical figures and tables are decoded into textual insights, ready for cross-paper comparison.
Cross-Paper Comparison and Synthesis
A synthesized comparison document highlighting consensus, conflicts, and research gaps across selected papers.
Generate Final Literature Review Draft
A complete, citation-ready literature review draft with synthesized findings and visual data insights.
Gather all relevant PDFs or URLs of scientific papers into a single folder or list. Use SciSummary's bulk import feature to upload them, ensuring each paper is accessible for AI processing. Tag or label papers by theme (e.g., 'methodology', 'results') for later synthesis.
Why SciSummary: SciSummary is the primary tool for this workflow, and its account is required to import and organize papers via PDFs/URLs.
For each paper, run SciSummary's AI summarizer to produce a concise abstract-level summary. Review the output for accuracy, focusing on key findings, methods, and conclusions. Adjust summary length (short/medium/long) based on depth needed.
Why Elicit: SciSummary's core function is summarizing scientific articles, directly matching the step's need for its summarization engine.
Use SciSummary's figure analysis feature to extract captions, data trends, and key visual insights from each paper's figures and tables. For complex figures (e.g., heatmaps, graphs), request a plain-language explanation of what the data shows.
Why Elicit: SciSummary includes a module to chat with figures and interpret statistical data, directly addressing figure/table analysis.
Select 2-5 papers from your library and use SciSummary's 'Compare' feature to generate a side-by-side analysis of methodologies, results, and conclusions. Identify agreements, contradictions, and gaps. Export the comparison as a table or narrative.
Why ASReview LAB: SciSummary provides bulk paper summarization and synthesis, enabling cross-paper comparison and synthesis.
Compile all summaries, figure insights, and comparisons into a coherent narrative. Use SciSummary's 'Export to Word/PDF' to create a formatted draft. Add an introduction framing the research question and a conclusion summarizing key takeaways.
Why Jenni AI: Jenni AI is designed to write academic papers with AI autocomplete and citation management, ideal for generating a final literature review draft.
§ Before you start
Teams or solo builders working on research tools tasks who want a repeatable process instead of one-off tool experiments.
No. Start with the top pick for each step, then replace tools only if they do not fit your pricing, compliance, or output needs.
Open the mapped task page and compare top options side by side. Prioritize output quality, integration fit, and predictable cost before scaling.
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