What AI says about NumPy
Since Jul 5Updated Oct 27, 2026Based on 39,347 AI responses
Reviewed by Dimitry Apollonsky
AI summary
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.
<1%
of AI answers about NumPy and its rivals
The market map
Statistical Analysis & Data ToolsMentioned in
- #1PythonMentioned in 93%Avg. position 3.8
- #2SASMentioned in 66%Avg. position 7.6
- #3StataMentioned in 45%Avg. position 3.4
- #4tiedIBM SPSS StatisticsMentioned in 31%Avg. position 6.9
- #4tiedMoody'sMentioned in 30%Avg. position 5.9
- #4tiedMicrosoftMentioned in 28%Avg. position 8.4
- #8tiedPandasMentioned in 20%Avg. position 7.8
- #8tiedFIS ProphetMentioned in 18%Avg. position 6.8
- #8tiedFIS Insurance Risk SuiteMentioned in 17%Avg. position 6.8
- #8tiedRstudioMentioned in 15%Avg. position 5.9
- #8tiedggplot2Mentioned in 15%Avg. position 7.2
- #8tiedMATLABMentioned in 15%Avg. position 7.1
- #8tiedSciPyMentioned in 15%Avg. position 8.4
- #8tiedstatsmodelsMentioned in 15%Avg. position 8.6
- #20tiedNumPyMentioned in 12%Avg. position 8.5
Where NumPy ranks in AI
- Statistical Analysis & Data ToolsAI picks Python most93%#20 of 130tied · 12%
- AI Spreadsheet Math AssistantsAI picks Claude Code Action and 3 more about as often36%#12 of 97tied · 2%
- AI Code and Content AssistantsAI picks Cursor and 1 more about as often35%#16 of 118tied · 5%
- Sports Betting Odds & Tracking ToolsAI picks Betstamp and 1 more about as often39%#21 of 399tied · 4%
- Sports Betting Odds CalculatorsAI picks Action Network and 1 more about as often30%#40 of 92tied · 2%
- AI Data Cleaning & Preparation ToolsAI picks OpenRefine most38%#59 of 297tied · 1%
- Synthetic Data Generation PlatformsAI picks MOSTLY AI most63%#64 of 348tied · 1%
- Tech Career Bootcamps & CertificationsAI picks Springboard most23%#65 of 846tied · 2%
- Fantasy Sports DFS Optimization ToolsAI picks SaberSim most58%#66 of 171tied · <1%
- Audit and Fraud Analytics SoftwareAI picks Microsoft Power BI and 1 more about as often35%#83 of 447tied · 1%
- Agricultural Drone Mapping and AnalyticsAI picks DroneDeploy most60%#85 of 286tied · <1%
- Edge Computing Platform ServicesAI picks AWS Wavelength most51%#100 of 288tied · 1%
Topics where AI mentions NumPy
- Statistical analysis software for policy analystsStatistical Analysis & Data Tools2%Rank #29tied#29tied
- Predictive maintenance for industrial HVACIndustrial Predictive Maintenance Monitoring6%Rank #10tied#10tied
- In-memory vector database without SSDDeveloper Backend & Vector Search Services2%Rank #10tied#10tied
- Data analyst training programs
- Financial audit software for tax auditors
- Data science training programs
- DFS lineup optimization
- Privacy-protected synthetic data
- Audit and fraud data analytics
- Real-time edge analytics
- AI picks mostMentioned in
- What is the best software for backtesting a sports betting strategy?on this questionAI picks Rithmm and 1 more about as often47%
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 questionAI picks Tableau most39%
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 questionAI picks GitHub Copilot most25%
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 questionAI picks Python most24%
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 questionAI picks GitHub Copilot most11%
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)
How AI describes NumPy
Common descriptions
standard · basic · essential · best overall · numpy
Tone of AI’s statements about NumPy
- Positive19%
- Neutral80%
- Mixed0%
- Negative1%
Question: What is the best software for backtesting a sports betting strategy?
ChatGPTOct 5, 2026
I’d use Python (Pandas/Polars + NumPy + a database such as PostgreSQL/DuckDB)
Google AI ModeOct 3, 2026
Standard data-science stacks like pandas, numpy , and vectorbt or specialized sports analytics packages
ChatGPTAsk ChatGPT yourself (opens in a new tab)Google AI ModeAsk Google AI Mode yourself (opens in a new tab)
Question: What's the best software for a policy analyst to use for statistical analysis of public data?
Google AI ModeSep 23, 2026
Python (pandas, numpy, statsmodels ) handles it faster and cleaner than almost anything else.
Google AI ModeAsk Google AI Mode yourself (opens in a new tab)ChatGPTAsk ChatGPT yourself (opens in a new tab)
How prominently AI mentions NumPy
Position in answers
- Named first3%
- 2nd or 3rd18%
- Later79%
Each engine’s share of its own answers across NumPy’s markets
- ChatGPT<1%
- Google AI Mode<1%
Other brands in Tech Career Bootcamps & Certifications
Sources AI cites
numpy.org 0%Other sites 100%
