Risk-Tiered AI Governance Checklist Executive Edition—Four Tiers, Scaled to Actual Risk

AI outputs are treated by courts and regulators as the company’s own speech. If your AI system can influence a customer, a decision, or a regulated outcome, you are responsible for what it says or does. This checklist gives you a structured way to scale governance with risk — without slowing down innovation. Governance must scale with exposure. The four tiers below map to the actual risk your AI systems create, not the hype around them.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-30
DOI
https://doi.org/10.5281/zenodo.20465846
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Risk-Tiered AI Governance Checklist Executive Edition—Four Tiers, Scaled to Actual Risk

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

Risk-Tiered AI Governance Checklist Executive Edition—Four Tiers, Scaled to Actual Risk

Narnaiezzsshaa Truong
article en

Abstract

AI outputs are treated by courts and regulators as the company’s own speech. If your AI system can influence a customer, a decision, or a regulated outcome, you are responsible for what it says or does. This checklist gives you a structured way to scale governance with risk — without slowing down innovation. Governance must scale with exposure. The four tiers below map to the actual risk your AI systems create, not the hype around them.

Zenodo (CERN European Organization for Nuclear Research)
American Rock Mechanics Association (US)
Industry, innovation and infrastructure
Openalex Percentile: Top 5%
Ethics and Social Impacts of AI
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.