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Excel/Python
Excel with Python integration for data analysis.
Why It Matters
Excel with Python integration for data analysis. Essential tool for its category.
Limitations
See product page for current limitations and pricing details.
Last updated: Mar 18, 2026
Ethics & Responsibility
85
Excellent
Industry-leading practices with strong safeguards.
Safety
88
Strong safety measures with comprehensive guardrails and regular testing.
Bias
85
Extensive bias testing across demographics with strong mitigation.
Power
90
Open-source or strong commitment to decentralization.
Copyright
88
Trained on licensed content with creator compensation.
Security
82
Robust safeguards against malicious use.
Privacy
85
Minimal data collection with strong user controls.
Environment
75
Active sustainability initiatives and reporting.
Military
82
Clear restrictions on defense applications.
Arts
95
Augments creative work with licensed training data and creator compensation.
Truth
90
Strong factual accuracy with citation-based outputs and watermarking.
Cognition
82
Supports learning outcomes alongside assistance.
Known Concerns
- Open tools — no single entity controls
Last updated: 2026-03
How we score ethics:
Tools are evaluated across 11 categories based on public disclosures, third-party audits, regulatory actions, and documented incidents.
Good Bot = Top 25% of ethics scores
Bad Bot = Bottom 10% of ethics scores
User Ratings
Industry
4.5/5Verified reviews
"Copilot in Excel generates formulas from natural language and creates charts from data descriptions."Read reviews on Industry →
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