What AI says about Python
Data as of Oct 22, 2026Based on 47,820 AI responses
Reviewed by Dimitry Apollonsky
AI summary
Python is an open-source programming language supported by libraries such as NumPy, Pandas, and SciPy for data science and automation. It is among the brands most often named when practitioners need software for running complex statistical models, backtesting sports betting strategies, and analyzing financial records for fraud detection.
Mentioned in
3%
of AI answers about Python and its rivals · since Jul 5
The market map
Statistical Analysis & Data ToolsMentioned in
- 1PythonMentioned in 92%Avg. position 3.7
- 2SASMentioned in 65%Avg. position 7.5
- 3StataMentioned in 44%Avg. position 3.4
- 4Moody'sMentioned in 30%Avg. position 5.7
- 4IBM SPSS StatisticsMentioned in 30%Avg. position 6.7
- 4MicrosoftMentioned in 28%Avg. position 8.5
- 8PandasMentioned in 19%Avg. position 7.8
- 8FIS Insurance Risk SuiteMentioned in 18%Avg. position 6.8
- 8FIS ProphetMentioned in 17%Avg. position 6.4
- 8ggplot2Mentioned in 15%Avg. position 7.3
- 8RstudioMentioned in 14%Avg. position 6.2
- 8AlteryxMentioned in 14%Avg. position 8.0
- 8SciPyMentioned in 14%Avg. position 8.4
- 8MATLABMentioned in 14%Avg. position 7.3
Where Python ranks in AI
MarketRank · Mentioned in
- Statistical Analysis & Data Tools#1 · 92%
- Audit and Fraud Analytics Software#3 · 26%
- Tech Career Bootcamps & Certifications#9 · 9%
- AI Spreadsheet Math Assistants#11 · 2%
- Sports Betting Odds & Tracking Tools#12 · 8%
- Media, PR, and Research Tools#15 · 13%
- Sports Betting Analytics Tools#19 · 2%
- STEM Learning and Tutoring Platforms#20 · 2%
- Space and Astronomy Products & Services#28 · 2%
- Developer CLI Frameworks#31 · 3%
- AI Knowledge Base Assistant Bots#31 · 1%
- Software Developer Hiring Services#32 · 3%
Topics where AI mentions Python
TopicMentioned in · on this topicRank
- Statistical modeling software for actuariesStatistical Analysis & Data Tools100%Rank #1
- Betting strategy backtestingSports Betting Odds & Tracking Tools79%Rank #1
- Auditable transparent resume screenerRecruiting Sourcing and Screening Software21%Rank #1
- Predictive maintenance for industrial HVACIndustrial Predictive Maintenance Monitoring12%Rank #1
- Audit and fraud data analyticsAudit and Fraud Analytics Software64%Rank #2
- Data analyst training programsTech Career Bootcamps & Certifications20%Rank #5
- Clinical trial enrollment simulationClinical Trial Management Software9%Rank #6
- No-code custom business application platformsNo-Code and Low-Code App PlatformsFew answers11%Rank #7
- Satellite orbital mechanics modeling software
- Waterfall data enrichment
- Collectible handguns
- Interpretable maintenance models
- Aerodynamic simulation software
- 3D explainer videos
- Long-term energy load forecasting software
- Dynasty league configuration
- Career change certifications
- Custom report data pipelines
- Correlated parlay builder
- Player prop analysis
- Internal knowledge Q&A and search
- Yield forecasting and harvest planning
- IaC tool learning for cloud engineers
- Stock charting software with advanced scripting for technical analysts
- Daily MLB predictions
- Roadway design and grading
- Wind farm optimization software for wake minimization
- Disaster relief volunteer coordination
- Business process mapping software
- Time-series historian for pipeline data
- Wind turbine gearbox predictive maintenance
- Database version control
- Backend platforms for web developers
- CRM spreadsheet integration
- University-endorsed practical cybersecurity training
- AI-powered oil well production optimization software
- Data science training programs
- Livestock ear tag sensors
- Real estate investment software with Monte Carlo simulations for development projects
- DFS lineup optimization
- Web development services
- Crypto trading bot platforms
- Cloud development environments
- Medical imaging annotation
- Sports bet tracking apps
- Process simulation and digital twin software for mining
- Online MBA with data focus
- Quantum circuit and algorithm software
- Harvest timing prediction
- Stormwater modeling
- Customer identity resolution
- United States manufactured pistols
- Dashboard and data visualization tools
- Custom map tile generation
- Web research agent frameworks
- Churn analytics tools with historical backtesting and risk score calibration
- Part-time coding bootcamps
- LLM knowledge graph databases
- Demand forecasting
- Beginner handicapping tools
- Historical blockchain data indexing
- Containerized development environment
- Reverse ETL data sync
- Automated reserved instance purchasing
- Real-time edge analytics
- AI pathology image analysis
- Batch inference processing
- Supervised AI tutoring
- Customer churn prediction
- CNC machine control
- Competitor rate shopping tools
- LLM cost monitoring software
- Satellite infrastructure monitoring
- Mentioned in
- As an actuary, what is the best software for running complex statistical models and simulations?on this question100%
Excerpts where Python appeared in the AI's answer
Google AI ModeOct 15, 2026, Google AI Mode Python & R – The undisputed heavyweights for custom statistical modeling, machine learning integration, and advanced predictive analytics
Google AI ModeSep 28, 2026, Google AI Mode Python : Rapidly becoming the industry favorite for cutting-edge actuarial work.
- What is the best software for backtesting a sports betting strategy?on this question81%
Excerpts where Python appeared in the AI's answer
Google AI ModeOct 18, 2026, Google AI Mode Python (or R) is the most powerful and flexible environment for backtesting
ChatGPT SearchOct 18, 2026, ChatGPT Search start with a Python-based backtesting system if you want to rigorously test a custom strategy.
- What's the best software for a policy analyst to use for statistical analysis of public data?on this question100%
Excerpts where Python appeared in the AI's answer
Google AI ModeOct 15, 2026, Google AI Mode Python is the choice for data-driven policy analysts moving into big data
Google AI ModeSep 27, 2026, Google AI Mode Python (using pandas, statsmodels , and scipy ): Best for Big Data and Automation
- How can a student evaluate if a bootcamp’s chosen tech stack aligns with skills most in demand on current US job boards?on this question50%
Excerpts where Python appeared in the AI's answer
Google AI ModeOct 15, 2026, Google AI Mode Does the stack lean heavily on universally demanded foundational languages (like Python for AI/backend/data or JavaScript/TypeScript for web ecosystems)
Google AI ModeOct 11, 2026, Google AI Mode Stacks that combine a major language ecosystem (like TypeScript/JavaScript or Python)
- What is the best data analytics tool for an auditor to use for sample selection and fraud detection?on this question70%
Excerpts where Python appeared in the AI's answer
Google AI ModeOct 14, 2026, Google AI Mode Python / R : For advanced quantitative or forensic units, open-source programming languages have become the gold standard.
Google AI ModeSep 26, 2026, Google AI Mode Python / R : Increasingly used by advanced internal audit and forensic accounting teams.
How AI describes Python
Common descriptions
excellent · industry standard · flexible · versatile · maximum flexibility · best
Tone of AI’s statements about Python
- Positive41%
- Neutral55%
- Mixed3%
- Negative1%
Question: I want to learn the skills I need to become a data analyst, but I don't want to go back to school for another degree.
Google AI ModeOct 21, 2026
Python or R: Analyze data and automate tasks using libraries like Pandas.
ChatGPT SearchSep 21, 2026
Current employer-posting data points to a core toolkit that includes SQL, Excel, Python/R, Tableau or Power BI
Google AI ModeAsk Google AI Mode yourself (opens in a new tab)ChatGPT SearchAsk ChatGPT yourself (opens in a new tab)
Question: What is the best software for backtesting a sports betting strategy?
Google AI ModeOct 18, 2026
Python (or R) is the most powerful and flexible environment for backtesting
Google AI ModeAsk Google AI Mode yourself (opens in a new tab)ChatGPT SearchAsk ChatGPT yourself (opens in a new tab)
Where AI mentions Python
Position in answers
- Named first18%
- 2nd or 3rd17%
- Later65%
Each engine’s share of its own answers across Python’s markets · since Jul 5
- ChatGPT Search3%
- Google AI Mode3%
Insights for Python
Since Jul 5
Gap between platforms: A 5.3-point platform gap for Python in Sports Betting Odds & Tracking Tools
ChatGPT SearchChatGPT Search11%Google AI ModeGoogle AI Mode6%Gap between platforms: ChatGPT Search now names Python 13.6 points more often than Google AI Mode in Statistical Analysis & Data Tools, a narrowed gap
ChatGPT SearchChatGPT Search86%Google AI ModeGoogle AI Mode73%Gap between platforms: The platform gap for Python in Audit and Fraud Analytics Software narrowed to 20.5 points, ChatGPT Search ahead
ChatGPT SearchChatGPT Search48%Google AI ModeGoogle AI Mode27%
Sources AI cites
python.org 1%Other sites 99%
- 8%
- How are you testing and backtesting your betting models? · 1% (opens in a new tab)
- Looking for a sports betting backtesting tool (Dropping Odds & EV strategies) · 1% (opens in a new tab)
- Best data analysis software!? : r/publichealth - Reddit · 1% (opens in a new tab)
- Python for Actuarial Work · <1% (opens in a new tab)
- R or python? · <1% (opens in a new tab)
- What is the best statistical software to learn or policy research work? · <1% (opens in a new tab)
- I am very behind in my statistics course. · <1% (opens in a new tab)
- What's the reality of getting a Data Analyst role in 2026? · <1% (opens in a new tab)
- reddit.com · <1% (opens in a new tab)
- Pricing Software · <1% (opens in a new tab)
- 7%
- Should You Learn PYTHON or JAVASCRIPT in 2024? · <1% (opens in a new tab)
- How to learn statistics. Five tips to help your learning · <1% (opens in a new tab)
- Which Statistical Software and Tools are Best for Data ... · <1% (opens in a new tab)
- Python Physics: Building a 3D Model for Orbital Motion · <1% (opens in a new tab)
- What is Actuarial Modelling Software? · <1% (opens in a new tab)
- Python, Node.js or Java? Choose the Right One for YOUR Career · <1% (opens in a new tab)
- Python vs Javascript - Which should you learn? · <1% (opens in a new tab)
- Building Interactive Seismic Visualization in just a Few ... · <1% (opens in a new tab)
- Welcome - R: An Introduction - 1.1 - YouTube · <1% (opens in a new tab)
- Can AI Beat the Sportsbooks? · <1% (opens in a new tab)
- 5%
- Forensic Accounting Tools: ACL, IDEA, Power BI, and more | CA Sammir S Chaudhary posted on the topic | LinkedIn · 1% (opens in a new tab)
- Actuarial Software 101 – Tools That Shape Our Work (Part 1: Core Essentials) · 1% (opens in a new tab)
- R vs Python vs SQL: A Comparative Analysis from an Actuarial Perspective · 1% (opens in a new tab)
- 15 Free Data Analysis Tools Every Researcher Should Know. · <1% (opens in a new tab)
- Choosing the right tech stack for web development | Dinesh Kumar Nunna posted on the topic | LinkedIn · <1% (opens in a new tab)
- Python for Audit Data Analytics · <1% (opens in a new tab)
- The Best Data Analyst Tools for Audits · <1% (opens in a new tab)
- Choosing Statistical Tools in Data Science Research · <1% (opens in a new tab)
- How to Choose the Best Software for Economic Impact Analysis · <1% (opens in a new tab)
- Dash vs Streamlit: Python Framework Comparison | Amrit lal gaur posted on the topic | LinkedIn · <1% (opens in a new tab)
- 2%
- Quantitative Betting With Python: How To Backtest a Value ... - Medium · 1% (opens in a new tab)
- Simulating Success: Mastering Simulation Analysis with Python | by Bragadeesh Sundararajan · <1% (opens in a new tab)
- Best Programming Language For Data Analysis: Python, R, Or SQL · <1% (opens in a new tab)
- Cyber Data Analysis in Blockchain Security: Techniques, Frameworks, and Strategic Implications for… · <1% (opens in a new tab)
- Mastering Multiprocessing in Python: A Complete Guide | by Yogeshkrishnanseeniraj · <1% (opens in a new tab)
- How to Use Python for Advanced Statistical Modeling Python · <1% (opens in a new tab)
- Mastering Random Effects Models: A Comprehensive Statistical Guide with Python Applications · <1% (opens in a new tab)
- Open Source Social Listening. Applications for the public sector | by Jordan Jasuta Fischer · <1% (opens in a new tab)
- 1%
- Fraud Analytics: A Decade of Research -- Organizing Challenges and Solutions in the Field · <1% (opens in a new tab)
- Probabilistic Programming in Python using PyMC · <1% (opens in a new tab)
- GEMAct: a Python package for non-life (re)insurance modeling · <1% (opens in a new tab)
- [2303.06021] Machine learning for sports betting: should model selection be based on accuracy or calibration? · <1% (opens in a new tab)
- The Software Behind the Stats: A Student Exploration of Software Trends Across Disciplines · <1% (opens in a new tab)
- BankerToolBench: Evaluating AI Agents in End-to-End Investment Banking Workflows · <1% (opens in a new tab)
- 1%
- Research Resources | Casualty Actuarial Society · 1% (opens in a new tab)
- 2026 CAS Virtual Workshop: Introduction to Python for P&C Insurance | Casualty Actuarial Society · <1% (opens in a new tab)
- Open Source Opens Doors | Casualty Actuarial Society · <1% (opens in a new tab)
- The First Annual CAS Actuarial Technology Survey · <1% (opens in a new tab)
- 1%
- The Role of a Data Visualization Analyst · <1% (opens in a new tab)
- 7 In-Demand Data Analyst Skills to Get You Hired in 2026 | Coursera · <1% (opens in a new tab)
- Python or R for Data Analysis: Which Should You Learn? | Coursera · <1% (opens in a new tab)
- What Is Statistical Analysis Software? | Coursera · <1% (opens in a new tab)
- Google Data Analytics Professional Certificate | Coursera · <1% (opens in a new tab)
- IBM Data Analyst Professional Certificate | Coursera · <1% (opens in a new tab)
The page AI cites most for Python
Check it mentions Python and gets the details right.
