AI initiatives need stopping rules
Gartner · Gartner · 19 Oct 2026
Source finding
31% of surveyed CIOs and technology executives report guidelines for deciding when AI pilots should not enter production. 17% report guidelines for abandoning low-value AI already in production. These are separate practices, not parts of a distribution.
Our interpretation
Businesses should make explicit decisions on continuing and stopping live applications as well as launching them. The survey does not establish that these rules alone cause better business performance.
Method and evidence
Gartner surveyed 2,002 CIOs and technology executives from May to July 2026. Moderate evidence for reported practices, limited evidence for effects. The public summary does not fully disclose the questionnaire, weighting or industry distribution.
Limitations and interests
Self-reported practices, not an independent audit of AI value. Associations do not establish causation. Gartner sells research and advice. The publicly checked release is not the full client report.
What businesses can do
Set minimum benefits, full costs, review dates and accountable owners for pilots and live applications. Use these criteria to decide whether to continue, change or stop.
Where to start
Read the survey description and the paragraphs about stopping rules before production and during live operations. Published on 19 October 2026; 2027 identifies the report edition.