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Mapped Research vs RobotReviewer

Mapped Research

mappedresearch.com

RobotReviewer

robotreviewer.net

Side by side

FigureMapped ResearchRobotReviewer
Price fromFreeFree
Free planYesYes
Free trial——
Open source—Yes
WebYesYes
Windows—Yes
macOS—Yes
Linux—Yes
API—Yes
Self-hosted—Yes
Plans published42
Spec score · AI Literature Review Software7.9 (#19)8.4 (#6)
APIThe integrations page says an API is on the roadmap for Custom Enterprise plans, with a Q3 2026 target.A REST API exposes the underlying models for integration into systematic-review software.
IntegrationsIts integrations page lists Google Sheets, Docs, Drive and Slides, plus Zotero, Mendeley, EndNote and RefWorks compatibility through RIS and BibTeX.The self-hosted setup uses Grobid for document processing, RabbitMQ and Celery for worker processing, and SciBERT through bert-as-a-service.
PurposeMapped describes itself as an end-to-end evidence-synthesis platform for systematic reviews and meta-analyses.RobotReviewer automatically annotates clinical trial PDFs with PICO characteristics and likely bias assessments using the Cochrane Risk of Bias tool.
SupportThe getting-started documentation directs users to contact the company for direct support and offers feature guides and blog tutorials.The project directs users to an email address for questions and integration assistance.

Plans

Mapped Research

  • FreeFree
  • Mapped Project$79, paid once
  • Mapped Team$139, paid once
  • Custom EnterprisePriced on request

Mapped Research pricing →

RobotReviewer

  • FreeFree
  • FreeFree

RobotReviewer pricing →

In their own words

Mapped Research

Mapped Research is a web-based evidence-synthesis platform for systematic reviews and meta-analyses, aimed at medical researchers. It supports intervention, prognostic, diagnostic test accuracy, network meta-analysis, and scoping review workflows. The workflow applies PRISMA variants according to study type and includes Cochrane, GRADE, and CINeMA. Statistical analysis uses the R packages metafor, mada, and netmeta, with plots that export at 600 DPI in PNG, SVG, PDF, or EPS. Manuscripts can export to Word, PDF, LaTeX, or Google Docs. Collaboration features include five roles, stage-level permissions, dual-reviewer workflows, conflict resolution, and an audit trail. Integrations include Google Sheets, Docs, Drive, and Slides, plus reference managers through RIS and BibTeX. The free plan allows up to 1,000 screening citations, 200 AI-assisted screenings, and three collaborators. Project plans list launch prices of $79 and $139 per project, alongside prices of $119 and $199. The API is listed as a roadmap item for Custom Enterprise plans, with a Q3 2026 target.

Visit mappedresearch.com

RobotReviewer

RobotReviewer analyzes clinical trial reports by annotating PDFs with PICO characteristics and likely bias assessments using the Cochrane Risk of Bias tool. Uploading PDFs on the website extracts key data and presents a summary table. Its REST API can process groups of clinical trial reports to synthesize results across trials. The project is open source under GNU GPL version 3.0 and is free to use. It can run locally as Docker services, with a web app and API server exposed on local ports. The self-hosted processing setup uses Grobid, RabbitMQ, Celery, and SciBERT through bert-as-a-service. Docker instructions cover GPU use, and the worker can also run CPU-only. Manual setup calls for Python 3.6, TensorFlow 1.12.0, and the associated processing services. Installation is documented as tested on Ubuntu and Mac OS; Windows works with substantial installation difficulty. Maintainers ask users to cite the 2017 ACL paper and invite questions by email, including requests for help integrating RobotReviewer into other software.

Visit robotreviewer.net