B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
31.3%
31.3% -- share of ai case studies mentioning failures for enterprise AI case studies (2025)
31.3% of enterprise AI case studies analyzed mentioned any failures at all.
Attribution:
View source
Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
31.3%
Unit
Percentage
Data Vintage
2025
Entity
Sample Size
598
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
95
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Applied AI
Primary
Tier A
https://www.applied-ai.com/newsletter/issue-03-2025-07-24/ ↗
Source Article
The Evidence Problem
Original Research
Applied AI
· Original study ↗
Methodology
Content classification of 598 case studies from ZenML aggregation
Methodology documented
Segmentation
IndustryAI
Company SizeEnterprise
Channelemail
Cite this stat
Plain Text
enterprise AI case studies: 31.3% share of ai case studies mentioning failures. Source: Applied AI (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-case-studies-mention-failures-2025
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<blockquote cite="https://lighthousedata.io/data/ai-case-studies-mention-failures-2025" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>31.3%</strong> -- share of ai case studies mentioning failures for enterprise AI case studies<br><small>Source: Applied AI (2025) · <a href="https://lighthousedata.io/data/ai-case-studies-mention-failures-2025" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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