Microsoft
Copilot
Office-embedded assistant running on OpenAI frontier models.
Impact Indicators
Job Displacement
No verified data attributes job losses to Microsoft Copilot. Controlled studies of GitHub Copilot measure productivity gains, not employment outcomes, and broader Microsoft workforce reductions have not been independently attributed to Copilot.
Privacy & Surveillance
Security researchers demonstrated a zero-click prompt-injection vulnerability in Microsoft 365 Copilot that could expose data from a user’s context; Microsoft patched the flaw before public disclosure. Broader Microsoft 365 regulatory findings do not specifically establish Copilot violations.
Water Usage
No measured Copilot-specific water-use figure exists. Microsoft reports company-wide water use across its global operations, while academic research models water demand for large AI workloads more broadly; neither can be attributed directly to Copilot.
Energy & Carbon
No independently verified Copilot-specific energy or emissions figure exists. Microsoft reports company-wide emissions associated with expanding data-center and AI infrastructure, while industry research projects rapidly rising electricity demand from AI-driven data centers.
U.S. reporting requirements do not yet provide standardized, model-level disclosure for many AI human and environmental impacts. When U.S. evidence is incomplete, DoctorKnow uses verifiable EU regulatory disclosures, public-sector data, independent research, and reputable journalism to provide the strongest evidence currently available.
Evidence scope is identified as model-specific, provider-level, facility-level, regional/grid, or industry-level.
Value alignment
51/100
Performance fit
82/100
Powered by: ChatGPT (OpenAI), Copilot (Microsoft)
Visit site →Scores use a 0–100 scale. Higher scores indicate stronger performance or lower concern; 100 is the best possible rating.
Reasoning
84
Coding
86
Writing
82
Analysis
82
Speed
78
Scores use a 0–100 scale, where 100 represents the strongest outcome and 0 the weakest.
What Copilot does
Copilot is built by Microsoft and is positioned for chat, writing and analysis. Our readings score it strongest on code generation and multi-step reasoning.
Its weakest measured axis is response speed (78/100), so plan around that when the work depends on it. Access is paid, and the weights are closed, so you can only reach it through the vendor's own service.
Ethical stance
Transparency reads 46/100. Some model cards and evaluations are public, but training data and methods are only partly described.
Labor and job-displacement posture reads 44/100. There is partial disclosure on data work and workforce impact, with clear gaps.
Regulatory posture reads 56/100. The vendor cooperates with regulators selectively, and lobbies against parts of it.
Privacy and data handling
Privacy and data handling reads 58/100. Training opt-out and retention controls exist, but defaults or consumer tiers are less protective.
Because the weights are closed, every prompt is processed on vendor infrastructure — treat regulated or confidential data accordingly.
Energy, carbon and water
Carbon footprint reads 55/100. The energy mix is mixed, and disclosure covers some but not all serving regions.
Water and local impact reads 48/100. Some sites use evaporative cooling in regions with moderate water stress.
Speed and efficiency also matter here: a 78/100 speed reading means fewer compute-seconds per answer for routine work.
Diagnostic notes
Estimated scores pending confirmation. Inherits OpenAI model behaviour; enterprise tenants get no-training commitments.
Readings are DoctorKnow.ai's own 0–100 assessments, compiled from vendor documentation and public reporting, and revised as new disclosures land. They are a comparison aid, not a certification.