RESEARCH & ACADEMIA · PRACTITIONER
Biologist
AI tools to consider for a biologist include ASReview, Covidence, Rayyan and Research Rabbit. They support tasks common in this work: research & review evidence, statistics & data science and mathematics & proofs.
Also known as: ecologist zoologist
Research & review evidence
Find sources and synthesize research for further review.
| Tool | What it does | Pricing | Type | Evidence |
|---|---|---|---|---|
| ASReviewASReview | Open-source active-learning software that prioritises records during systematic reviews. | Open source | Tool | Site checked |
| CovidenceCovidence | Workflow platform for screening, extracting and assessing studies in systematic reviews. | Paid | Tool | Site checked |
| RayyanRayyan | AI-assisted screening platform for systematic and literature reviews. | Free + paid | Tool | Site checked |
| Research RabbitResearchRabbit | Maps connected papers and authors so researchers can discover related work. | Free + paid | Tool | Site checked |
| Connected PapersConnected Papers | Visual graphs of papers related to a seed paper for literature exploration. | Pricing not verified | Tool | Site checked |
| FactdockNot verified | Search official, academic, patent and medical primary sources worldwide, in 109 languages. | Pricing not verified | MCP | Site checked |
| KnowraNot verified | Search arXiv papers and read Scout reports with methods, evidence and verification points. | Pricing not verified | MCP | Site checked |
| LitmapsLitmaps | Interactive citation maps to discover, monitor and share research literature. | Pricing not verified | Tool + MCP | Site checked |
Statistics & data science
Build statistical models, run experiments, and analyse research data.
| Tool | What it does | Pricing | Type | Evidence |
|---|---|---|---|---|
| StanStan Development Team | Open-source platform for Bayesian statistical modelling and inference. | Open source | Tool | Site checked |
| DeepnoteDeepnote | Collaborative data notebook with an AI agent for analysis. | Free + paid | Tool + MCP | Site checked |
| NextflowSeqera | Open-source workflow language for scalable, reproducible scientific pipelines. | Open source | Tool | Site checked |
| Posit (RStudio)Posit | Open-source data science tools for R and Python, including RStudio and Positron. | Open source | Tool | Site checked |
| GraphPad PrismDotmatics | Statistics and graphing software designed for bench scientists. | Pricing not verified | Tool | Site checked |
| Hugging FaceHugging Face | Hub for open machine-learning models, datasets and demos used across science and industry. | Pricing not verified | Tool + MCP | Site checked |
| IBM SPSS StatisticsIBM | Statistical analysis software for surveys, social science and business research. | Pricing not verified | Tool | Site checked |
| OriginProOriginLab | Data analysis and graphing software for scientists and engineers. | Pricing not verified | Tool | Site checked |
Mathematics & proofs
Compute, solve, graph, and formally verify mathematical work.
| Tool | What it does | Pricing | Type | Evidence |
|---|---|---|---|---|
| LeanLean FRO | Open-source theorem prover and programming language increasingly used with AI proof assistants. | Open source | Tool | Site checked |
| SageMathSageMath community | Free open-source mathematics system covering algebra, number theory, calculus and more. | Open source | Tool | Site checked |
| MapleMaplesoft | Mathematics software for symbolic computation, teaching and engineering analysis. | Pricing not verified | Tool | Site checked |
| OverleafDigital Science | Collaborative online LaTeX editor with AI writing assistance. | Free + paid | Tool | Site checked |
| Wolfram AlphaWolfram | Computational answer engine for mathematics, statistics, science and data. | Pricing not verified | Tool | Site checked |
| Wolfram MathematicaWolfram | Symbolic and numerical computing with a notebook assistant. | Pricing not verified | Tool + MCP | Site checked |
| JupyterProject Jupyter | Open-source notebooks for code, equations, visualisations and narrative text. | Open source | Tool | Site checked |
| MATLABMathWorks | Numerical computing environment with AI-assisted code generation and toolboxes. | Pricing not verified | Tool | Unconfirmed listing |
Fields this role works in
Common questions
What AI tools can a biologist use?
ASReview, Covidence, Rayyan, Research Rabbit and Connected Papers are good places to start. Tasks they support in this work include: research & review evidence, statistics & data science and mathematics & proofs.
How should AI output be checked in this role?
Treat it as a draft. Confirm facts, figures, and citations against the original source, and keep accountable decisions with a qualified person. Check the vendor’s data terms before sharing anything confidential.
No paid ranking. Reviewed 2026-11-04. Tool fit is an editorial suggestion based on published capabilities. See sources & methodology →
Find the right AI tools for any job, task or industry.