CARE: A Practical Governance Model for AI Deployment Decisions

Organizations deploying artificial intelligence systems often possess strong technical and riskmanagement controls but lack a structured method for determining whether deployment shouldproceed. The CARE governance model (Confirm, Align, Risk, Ethics) provides a lightweight decisionframework that separates evidence verification, intent alignment, operational risk evaluation, andethical review into independent governance gates. CARE complements existing frameworks such asthe NIST AI Risk Management Framework by governing deployment decisions rather than prescribingtechnical implementation controls. The model is intentionally designed for zero-budget implementationusing existing organizational roles while producing auditable decision records suitable for both publicandprivate-sector oversight.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-02-17
DOI
https://doi.org/10.5281/zenodo.18675676
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
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article

CARE: A Practical Governance Model for AI Deployment Decisions

Charley Obenschain
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

CARE: A Practical Governance Model for AI Deployment Decisions

Charley Obenschain
article en

Abstract

Organizations deploying artificial intelligence systems often possess strong technical and riskmanagement controls but lack a structured method for determining whether deployment shouldproceed. The CARE governance model (Confirm, Align, Risk, Ethics) provides a lightweight decisionframework that separates evidence verification, intent alignment, operational risk evaluation, andethical review into independent governance gates. CARE complements existing frameworks such asthe NIST AI Risk Management Framework by governing deployment decisions rather than prescribingtechnical implementation controls. The model is intentionally designed for zero-budget implementationusing existing organizational roles while producing auditable decision records suitable for both publicandprivate-sector oversight.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Openalex Percentile: Top 55%
Ethics and Social Impacts of AI
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CARE: A Practical Governance Model for AI Deployment Decisions — Charley Obenschain · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS