What AI says about NumPy
NumPy is an open-source software library for scientific computing with Python that provides support for large, multi-dimensional arrays and matrices along with a collection of mathematical functions.
Since Jul 5Updated Nov 11, 2026Based on 32,299 AI answers
Reviewed by Dimitry Apollonsky
Mentioned in · Public index
<1%
of AI answers about NumPy and its rivals · since Jul 5
Based on 32,299 AI answers
- ChatGPT1%
- Google AI Mode<1%
How often AI mentions NumPy
of AI answers about NumPy and its rivals
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Sep 14OctNov 2
- · ChatGPT switched to GPT-6 Luna
Markets where AI mentions NumPy
Mentioned inLowHighFew answers
All marketsChatGPTGoogle AI Mode
- Statistical Analysis & Data ToolsChatGPTGoogle AI Mode
- Sports Betting Odds & Tracking ToolsChatGPT
- AI Code and Content AssistantsGoogle AI Mode
- Sports Betting Odds CalculatorsOutside both engines’ top 25
- Tech Career Bootcamps & CertificationsOutside both engines’ top 25
- Audit and Fraud Analytics SoftwareOutside both engines’ top 25
- Synthetic Data Generation PlatformsOutside both engines’ top 25
- AI Data Cleaning & Preparation ToolsOutside both engines’ top 25
- Professional Measurement and Surveying ToolsOutside both engines’ top 25
- Fantasy Sports DFS Optimization ToolsOutside both engines’ top 25
- Industrial Predictive Maintenance MonitoringOutside both engines’ top 25
- Explainable AI & Model Monitoring PlatformsOutside both engines’ top 25
Topics where AI mentions NumPy
TopicMentioned in · on this topicRank
- Predictive maintenance for industrial HVAC
- Multi-sport betting analytics
- Data science training programs
- Time-series synthetic data generators for financial modeling
- Real estate investment software with Monte Carlo simulations for development projects
- Interpretable maintenance models
- Statistical analysis software for policy analysts
- Financial audit software for tax auditors
- Privacy-protected synthetic data
- DFS lineup optimization
- Audit and fraud data analytics
- Real-time edge analytics
- Automated data cleaning tools
- Most mentionedMentioned in
- What is the best software for backtesting a sports betting strategy?on this questionPython is the most-mentioned brand47%
Excerpts where NumPy appeared in the AI's answer
ChatGPTOct 5, 2026, ChatGPT I’d use Python (Pandas/Polars + NumPy + a database such as PostgreSQL/DuckDB)
Google AI ModeOct 3, 2026, Google AI Mode Standard data-science stacks like pandas, numpy , and vectorbt or specialized sports analytics packages
- 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.on this questionMicrosoft Power BI is the most-mentioned brand42%
Excerpts where NumPy appeared in the AI's answer
ChatGPTSep 9, 2026, ChatGPT Focus specifically on: Python fundamentals, Jupyter notebooks, pandas, NumPy, Matplotlib/Seaborn
Google AI ModeAug 8, 2026, Google AI Mode focus on libraries like Pandas, NumPy, and Matplotlib for data manipulation.
- My Python script is hitting a performance bottleneck. What's an AI that can analyze the code and suggest algorithmic optimizations or parallelization strategies?on this questionGitHub Copilot shares the lead for mentions with 1 more26%
Excerpts where NumPy appeared in the AI's answer
ChatGPTAug 15, 2026, ChatGPT Best Python-specific optimization (NumPy, vectorization, caching, etc.)
ChatGPTJul 14, 2026, ChatGPT recommend multiprocessing, threading, asyncio, vectorization with NumPy, JIT compilation with Numba, or Cython where appropriate.
- As an actuary, what is the best software for running complex statistical models and simulations?on this questionPython is the most-mentioned brand26%
Excerpts where NumPy appeared in the AI's answer
- What should a Python software engineer look for when comparing AI code completion tools for productivity?on this questionCursor shares the lead for mentions with 1 more10%
Excerpts where NumPy appeared in the AI's answer
Google AI ModeAug 22, 2026, Google AI Mode Python’s dynamic typing, deep ecosystem of third-party libraries (like Pandas, NumPy, and PyTorch)
Google AI ModeAug 14, 2026, Google AI Mode It should accurately autocomplete popular ecosystem libraries (e.g., NumPy, Pandas, Django, FastAPI)
NumPy in AI answers
1 of 8
What is the best software for backtesting a sports betting strategy?
ChatGPTChatGPT· Oct 5, 2026
I’d use Python (Pandas/Polars + NumPy + a database such as PostgreSQL/DuckDB)
Google AI ModeGoogle AI Mode· Oct 3, 2026
Standard data-science stacks like pandas, numpy , and vectorbt or specialized sports analytics packages
Sites AI cites
- Leaves NumPy out33%
- ChatGPT: Chat, Work, Create & Code with AI (opens in a new tab) · 33%Leaves NumPy out
Brands AI mentions
Mentioned in
