---
id: "claim-ethics-critical-post-pilot"
type: "claim"
source_timestamps: ["§ Ethical stewardship"]
tags: ["ethics", "scaling"]
related: ["concept-ethical-stewardship", "contrarian-ethics-as-day-one-risk"]
confidence: "high"
testable: true
speakers: ["Rens van den Broek", "Samantha Hellauer", "Dina Wang"]
source_url: "https://hbr.org/2025/09/what-companies-with-successful-ai-pilots-do-differently"
source_title: "What Companies with Successful AI Pilots Do Differently"
sources: ["execution"]
sourceVaultSlug: "hbr-seg-execution"
originDay: 8
articleStem: "hbr-foci-60-successful-ai-pilots"
sourceUrl: "https://hbr.org/2025/09/what-companies-with-successful-ai-pilots-do-differently"
sourceTitle: "What Companies with Successful AI Pilots Do Differently"
---
# Ethical stewardship becomes critical only when moving beyond pilots

## Claim: Ethical stewardship becomes critical when moving beyond pilots

While survey respondents initially ranked **[[concept-ethical-stewardship|ethical stewardship]]** as the **lowest in importance** among the SHAPE dimensions, executive interviews revealed it becomes **absolutely critical when organizations attempt to move beyond the pilot phase and scale AI** — at which point problems often surface if governance wasn't embedded early.

- **Confidence:** high
- **Testable:** yes

### Relationship
The authors' normative resolution of this tension is [[contrarian-ethics-as-day-one-risk]]: treat governance as a day-one business risk, not a scaling afterthought.

### Enrichment
Broader responsible-AI literature and case histories (NIST AI RMF, OECD principles, documented bias/regulatory crises) strongly support that governance is often underweighted early and becomes make-or-break at scale. **Counter-perspective:** advocates caution against framing ethics as critical *only* post-pilot — even small pilots can harm specific user groups or embed bias; the survey ranking reflects a common but problematic mindset.