AI4S TOOLS

AI4S tools

Tools that apply AI or machine learning directly to literature discovery, paper reading, evidence screening, scientific writing, data analysis, and domain research tasks. The database currently includes 48 entries in this section.

AI Tools

Semantic Scholar

A free research discovery service from Ai2 that supports paper search, citation exploration, and programmatic access.

Literature Search & DiscoveryFree
research discoverycitation graph
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AI Tools

Consensus

A research search service that retrieves evidence from scholarly papers and presents structured responses to research questions.

Literature Search & DiscoveryFreemium
evidence searchresearch questions
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AI Tools

Elicit

A research assistant for finding papers, extracting study information, and comparing evidence in structured tables.

Literature Search & DiscoveryFreemium
paper searchevidence extraction
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AI Tools

Connected Papers

A visual discovery tool that builds a graph of related research from a seed paper.

Literature Search & DiscoveryFreemium
paper graphrelated work
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AI Tools

ResearchRabbit

A literature discovery tool for exploring connections among papers, authors, and citation networks.

Literature Search & DiscoveryFree
citation networkvisual discovery
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AI Tools

scite

A citation analysis service that shows whether later papers support, mention, or contrast with a cited claim.

Literature Search & DiscoveryPaid
citation contextevidence assessment
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AI Tools

SciSpace

A research reading service for finding papers, asking questions about PDFs, and obtaining explanations of technical passages.

Research Paper ReadingFreemium
PDF questionspaper reading
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AI Tools

Explainpaper

A paper-reading tool that explains selected passages in the context of an uploaded document.

Research Paper ReadingFreemium
passage explanationPDF
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AI Tools

Scholarcy

A document summarization tool that turns papers and reports into structured summary cards with key points and references.

Research Paper ReadingFreemium
structured summariesreferences
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AI Tools

Humata

A document question-answering and summarization service designed for working with long uploaded files.

Research Paper ReadingFreemium
document questionssummaries
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AI Tools

NotebookLM

A source-grounded research notebook from Google that answers questions and creates summaries from materials supplied by the user.

Research Paper ReadingFreemium
source-grounded notesdocument synthesis
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AI Tools

ChatPDF

A web service for asking questions about a PDF and navigating back to relevant parts of the document.

Research Paper ReadingFreemium
PDF questionsdocument reading
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AI Tools

Adobe Acrobat AI Assistant

AI-assisted document features within Acrobat for summarizing files, asking questions, and generating responses linked to document sources.

Research Paper ReadingPaid
PDFdocument assistant
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AI Tools

Unriddle

A workspace for reading, taking notes, and drafting with information drawn from multiple documents.

Research Paper ReadingFreemium
research notesmulti-document reading
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AI Tools

Litmaps

A literature discovery service that maps citation relationships and can monitor a collection for newly published work.

Literature & Systematic ReviewFreemium
literature mapsalerts
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AI Tools

ASReview

Open-source screening software that uses active learning to prioritize records during systematic reviews.

Literature & Systematic ReviewOpen sourceOpen source
active learningscreening
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AI Tools

EPPI-Reviewer

A collaborative platform for managing, screening, coding, and synthesizing evidence in complex reviews.

Literature & Systematic ReviewPaid
evidence synthesiscollaboration
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AI Tools

Iris.ai

A research-discovery platform with tools for literature mapping, summarization, and information extraction.

Literature & Systematic ReviewContact for pricing
research discoverydata extraction
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AI Tools

Undermind

A research search service that iteratively explores scholarly literature from a user-defined question.

Literature & Systematic ReviewFreemium
iterative searchresearch questions
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AI Tools

Colandr

An open-source platform for evidence synthesis, including citation screening, full-text review, and data extraction.

Literature & Systematic ReviewOpen sourceOpen source
evidence synthesisopen source
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AI Tools

Paperpal

An academic writing service for language editing, manuscript checks, and publication-oriented revision.

Academic WritingFreemium
language editingmanuscript checks
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AI Tools

Writefull

An academic-language service that provides suggestions for research writing, titles, abstracts, and paraphrasing.

Academic WritingFreemium
academic languageediting
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AI Tools

Grammarly

A general English writing assistant for grammar, clarity, tone, and revision suggestions.

Academic WritingFreemium
grammarclarity
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AI Tools

Trinka

A language and style checker developed for academic and technical writing.

Academic WritingFreemium
academic editingtechnical writing
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AI Tools

QuillBot

A writing service with paraphrasing, grammar checking, summarization, and citation-related utilities.

Academic WritingFreemium
paraphrasingsummarization
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AI Tools

LanguageTool

An open-source, multilingual checker for spelling, grammar, and style, available through browser and office integrations.

Academic WritingFreemiumOpen source
grammaropen source
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AI Tools

Jenni AI

A writing service with drafting, rewriting, citation assistance, and document question-answering features.

Academic WritingFreemium
draftingcitations
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AI Tools

Julius AI

A conversational analysis service for working with tabular data, running statistical operations, and producing visualizations.

Research Data AnalysisFreemium
tabular dataconversational analysis
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AI Tools

ChatGPT Data Analysis

A ChatGPT capability that runs code to inspect uploaded data, perform analyses, and produce tables or charts.

Research Data AnalysisFreemium
code executiondata analysis
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AI Tools

Dataiku

A collaborative data platform for preparation, machine learning, generative-AI projects, deployment, and governance.

Research Data AnalysisContact for pricing
data platformgovernance
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AI Tools

DataRobot

An enterprise platform for automated machine learning, model deployment, monitoring, and AI governance.

Research Data AnalysisContact for pricing
automated MLmodel governance
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AI Tools

Akkio

A web-based analytics service that combines natural-language interaction with low-code analysis, prediction, and reporting.

Research Data AnalysisPaid
low codepredictive analysis
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AI Tools

BioRender

A web-based illustration platform with life-science icons and templates for figures, mechanisms, posters, and graphical abstracts.

Scientific VisualizationFreemium
life scienceresearch figures
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AI Tools

ColabFold

An open-source workflow that combines accelerated sequence search with AlphaFold-based structure prediction.

Biology & Biomedical ResearchOpen sourceOpen source
proteinsstructure prediction
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AI Tools

IBM RXN for Chemistry

A machine-learning platform for reaction prediction and retrosynthesis. IBM states that the hosted service and APIs will close on October 28, 2026; a self-hostable version is available.

Chemistry & Materials ScienceFree
reaction predictionretrosynthesis
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AI Tools

DeepVariant

An open-source pipeline that uses a deep neural network to call genetic variants from aligned sequencing reads.

Biology & Biomedical ResearchOpen sourceOpen source
variant callingdeep learning
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AI Tools

Cellpose

Open-source deep-learning software for segmenting cells and other objects in microscopy images.

Biology & Biomedical ResearchOpen sourceOpen source
microscopysegmentation
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AI Tools

ilastik

An open-source desktop application for interactive machine-learning workflows such as pixel and object classification.

Biology & Biomedical ResearchOpen sourceOpen source
bioimage analysisinteractive learning
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AI Tools

AiZynthFinder

An open-source retrosynthesis planning tool that combines Monte Carlo tree search with learned reaction models.

Chemistry & Materials ScienceOpen sourceOpen source
retrosynthesisroute planning
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AI Tools

REINVENT 4

An open-source command-line system for generative molecular design and multi-objective optimization using recurrent and Transformer models.

Chemistry & Materials ScienceOpen sourceOpen source
molecular generationdrug design
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AI Tools

DeepSomatic

Open-source software that uses a deep neural network to call somatic variants from tumor-normal or tumor-only sequencing data.

Biology & Biomedical ResearchOpen sourceOpen source
somatic variantsdeep learning
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AI Tools

StarDist

Open-source deep-learning software for instance segmentation of approximately star-convex objects in two- and three-dimensional microscopy images.

Biology & Biomedical ResearchOpen sourceOpen source
microscopyinstance segmentation
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AI Tools

GNINA

An open-source command-line program that integrates convolutional-neural-network scoring and ligand optimization into molecular docking.

Biology & Biomedical ResearchOpen sourceOpen source
molecular dockingdeep learning
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AI Tools

HALO

A proprietary digital-pathology platform for quantitative analysis of whole-slide images through configurable tissue, cell, and biomarker modules.

Biology & Biomedical ResearchContact for pricing
digital pathologywhole-slide imaging
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AI Tools

Aivia

A proprietary platform for visualizing, segmenting, tracking, and phenotyping two- to five-dimensional microscopy images.

Biology & Biomedical ResearchContact for pricing
microscopy imagingimage analysis
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AI Tools

ZEISS arivis Pro

Proprietary software for visualizing, segmenting, and building repeatable analysis pipelines for large two-, three-, and four-dimensional microscopy datasets.

Biology & Biomedical ResearchPaid
microscopy imagingimage segmentation
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AI Tools

Open Knowledge Maps

A visual discovery service that uses natural-language processing to group related research outputs into topical knowledge maps.

Literature Search & DiscoveryOpen sourceOpen source
knowledge mapsvisual discovery
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AI Tools

SWIFT-Active Screener

A collaborative web application for systematic-review screening that uses active learning to reprioritize unscreened records as decisions accumulate.

Literature & Systematic ReviewContact for pricing
literature screeningactive learning
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