B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
85%
85% -- ai initiative failure rate for AI initiatives (enterprise) (2026)
As many as 85% of AI initiatives fail to deliver expected business value despite meeting technical or operational targets.
- Cited as an estimate ('as many as 85%') without naming the primary research source
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
85%
Unit
Percentage
Data Vintage
2026
Entity
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
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
35
Freshness
95
Source
execsintheknow.com
Primary
Tier C
https://execsintheknow.com/magazines/april-2026/ai-exposes-the-blind-spot-in-customer-experience-eco… ↗
Source Article
AI Exposes the Blind Spot in Customer Experience Economics
|
AI Exposes the Blind Spot in Customer Experience Economics
|
AI is reshaping customer experience economics by exposing the limits of efficiency metrics alone. Learn why outcome alignment, smarter measurement, and stronger operating models matter more than ever.
by Cortney Jonas Burnos, Vice Presid…
Original Research
execsintheknow.com
· Original study ↗
Methodology
Estimate cited by author; original source not named
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
AI initiatives (enterprise): 85% ai initiative failure rate. Source: execsintheknow.com (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-initiatives-fail-business-value
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<blockquote cite="https://lighthousedata.io/data/ai-initiatives-fail-business-value" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>85%</strong> -- ai initiative failure rate for AI initiatives (enterprise)<br><small>Source: execsintheknow.com (2026) · <a href="https://lighthousedata.io/data/ai-initiatives-fail-business-value" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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