B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
10%
10% -- ai scaling rate for Organisations (2026)
Fewer than 10% of organisations have scaled AI to deliver measurable value.
- Reported as '<10%' (fewer than 10%)
Attribution:
View source
Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
10%
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
45
Freshness
95
Source
McKinsey
Primary
Tier C
https://aliaziz.design/blog/ai-failure-ux-patterns/ ↗
Source Article
Designing for AI Failure: The UX Patterns That Keep Users Calm When AI Gets It Wrong
Original Research
McKinsey
· Original study ↗
Methodology
McKinsey State of AI 2026 as cited by author; reported as 'fewer than 10%'
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Organisations: 10% ai scaling rate. Source: McKinsey (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/orgs-scaled-ai-measurable-value-2026
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<blockquote cite="https://lighthousedata.io/data/orgs-scaled-ai-measurable-value-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>10%</strong> -- ai scaling rate for Organisations<br><small>Source: McKinsey (2026) · <a href="https://lighthousedata.io/data/orgs-scaled-ai-measurable-value-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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