Reviewer
Improving research quality through intelligent manuscript analysis.
AI assisted manuscript analysis that examines a research paper section by section and produces a structured review report before submission.
Overview
What Reviewer does
Reviewer helps researchers find weaknesses in a manuscript before journal or conference submission. Authors upload a PDF or provide an arXiv link, and Reviewer analyzes the paper section by section: abstract and introduction, related work, methodology, results, discussion, and conclusions.
The analysis runs as a LangGraph review pipeline and is enriched with related literature retrieved from Semantic Scholar, so feedback considers how the work relates to existing research. Progress is shown live as the review runs, and the result is a structured report that can be downloaded as a PDF.
The problem it solves
Authors often receive their first detailed critique during peer review, months after submission, when weaknesses could have been fixed earlier.
Built for
- Researchers
- PhD students
- Universities
- Academic institutions
- Research laboratories
- Publishers
Capabilities
Key capabilities
Research manuscript analysis
Upload a PDF or submit an arXiv URL for review.
Section by section examination
Each part of the paper is assessed on its own terms.
Abstract and introduction assessment
Clarity of motivation, contribution, and framing.
Related work analysis
Positioning against literature retrieved from Semantic Scholar.
Methodology evaluation
Soundness, justification, and reproducibility of the approach.
Experimental results assessment
Whether results support the claims made.
Discussion and conclusion review
Limitations, implications, and consistency with findings.
Missing information detection
Gaps a reviewer is likely to question.
Structural and presentation feedback
Organization, readability, and figure and table use.
Reference and citation consistency
Checks that citations and references align.
Review report generation
A structured, downloadable PDF report.
Example workflows
How teams work with Reviewer
Pre submission review
- 1Upload a manuscript PDF or paste an arXiv link
- 2Reviewer extracts content and finds related literature
- 3The review pipeline analyzes each section with live progress
- 4Download the structured review report and revise
Related capabilities
See Reviewer for your organization.
Request a demo, discuss a pilot, or explore how the product could be adapted to your workflows.