MATHEMATICS, STATISTICS & DATA · PRACTITIONER
Operations research analyst
AI tools to consider for an operations research analyst include Overleaf, Wolfram Alpha, Wolfram Mathematica and Jupyter. They support tasks common in this work: research & review evidence, mathematics & proofs, statistics & data science and academic writing & citations.
Also known as: OR analyst optimisation
Research & review evidence
Find sources and synthesize research for further review.
| Tool | What it does | Pricing | Type | Evidence |
|---|---|---|---|---|
| ConsensusConsensus | Searches research papers and synthesizes findings with citations, study details, and summaries of agreement across evidence. | Free + paid | Tool + MCP | Source reviewed |
| ElicitElicit | Searches academic literature, creates cited research reports, and supports paper screening and structured evidence extraction. | Free + paid | Tool | Source reviewed |
| ClayClay | Combines data enrichment, AI research agents, buying signals, and workflow automation for prospecting and revenue operations. | Free + paid | Tool | Source reviewed |
| Gemini NotebookGoogle | Formerly NotebookLM: explore source materials and turn them into summaries, study aids, and audio overviews. | Free + paid | Tool | Source reviewed |
| GleanGlean | Enterprise search, AI assistance, and agents grounded in connected company knowledge and access permissions. | Contact sales | Tool + MCP | Source reviewed |
| PerplexityPerplexity | An AI answer engine that researches web sources, provides cited responses, and supports deeper research and file analysis. | Free + paid | Tool + MCP | Source reviewed |
| ClaudeAnthropic | A conversational assistant for documents, research, analysis, and software work. | Free + paid | Tool | Source reviewed |
| Google GeminiGoogle | Google’s assistant supports research, writing, and media creation, with expanded access through Google AI plans. | Pricing not verified | Tool | Source reviewed |
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 |
| Harmonic AristotleHarmonic | AI that produces formally verified reasoning, including verification of software and hardware. | Pricing not verified | 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 |
| DesmosDesmos Studio | Free graphing and scientific calculators and classroom maths activities. | Pricing not verified | Tool | Site checked |
| GeoGebraGeoGebra | Interactive maths tools for geometry, algebra, graphing and teaching. | Pricing not verified | Tool | Site checked |
| Wolfram AlphaWolfram | Computational answer engine for mathematics, statistics, science and data. | Pricing not verified | Tool | Site checked |
Statistics & data science
Build statistical models, run experiments, and analyse research data.
| Tool | What it does | Pricing | Type | Evidence |
|---|---|---|---|---|
| PyMCPyMC Labs and community | Open-source Python library for probabilistic programming and Bayesian inference. | Open source | Tool | Site checked |
| StanStan Development Team | Open-source platform for Bayesian statistical modelling and inference. | Open source | Tool | Site checked |
| QueueSimNot verified | Queueing simulation: M/M/c, staffing, Erlang C checks, and multi-step models built from nodes. | Pricing not verified | Tool + MCP | Site checked |
| Posit (RStudio)Posit | Open-source data science tools for R and Python, including RStudio and Positron. | Open source | Tool | Site checked |
| ProphetMeta | Open-source forecasting procedure for time series with strong seasonal effects. | Open source | Tool | Site checked |
| DaggyNot verified | Query your data in plain English or SQL, build datasets, and fit Bayesian models. | Pricing not verified | Tool + MCP | 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 |
Academic writing & citations
Prepare manuscripts, manage references, and check citations.
| Tool | What it does | Pricing | Type | Evidence |
|---|---|---|---|---|
| OverleafDigital Science | Collaborative online LaTeX editor with AI writing assistance. | Free + paid | Tool | Site checked |
| ResearchCalNot verified | Research conference and call for papers deadlines by field, each linked to its official source. | Pricing not verified | Tool + MCP | Site checked |
| ScholarcyScholarcy | Summarises research articles into structured flashcards and key points. | Free + paid | Tool | Site checked |
| Trinka AICrimson AI | Grammar and style checker designed for academic and technical writing. | Free + paid | Tool | Site checked |
| ZoteroCorporation for Digital Scholarship | Free open-source reference manager for collecting, organising and citing research. | Open source | Tool | Site checked |
| Evident Source CheckNot verified | Check AI references against Crossref and DataCite. DOI/arXiv metadata checks, plus tool discovery. | Pricing not verified | MCP | Site checked |
| IncitefulNot verified | Citation graph search over OpenAlex: similar papers, citation networks, paths and BibTeX export. | Pricing not verified | Tool + MCP | Site checked |
| LeftBlank OfficeNot verified | Write, compile and share Typst documents (papers, slides, drawings) from any AI agent. | Pricing not verified | Tool + MCP | Site checked |
Fields this role works in
Common questions
What AI tools can an operations research analyst use?
Overleaf, Wolfram Alpha, Wolfram Mathematica, Jupyter and MATLAB are good places to start. Tasks they support in this work include: research & review evidence, mathematics & proofs and statistics & data science.
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 →
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