B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
55%
55% -- ai use case adoption rate for companies with at least one AI use case in production (2026)
The Stanford AI Index reports that 55% of companies have at least one AI use case in production.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
55%
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
95
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
75
Source
Stanford AI Index
Primary
Tier A
https://www.forbes.com/councils/forbestechcouncil/2026/06/04/the-hidden-barrier-to-enterprise-ai-the… ↗
Source Article
The Hidden Barrier To Enterprise AI: The Missing Documentation Layer
When documentation is weak, AI becomes dependent on prompt engineering.
Original Research
Stanford AI Index
· Original study ↗
Methodology
Stanford AI Index
Methodology documented
Segmentation
Channelcommon_crawl
Cite this stat
Plain Text
companies with at least one AI use case in production: 55% ai use case adoption rate. Source: Stanford AI Index (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/stanford-ai-index-2026
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<blockquote cite="https://lighthousedata.io/data/stanford-ai-index-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>55%</strong> -- ai use case adoption rate for companies with at least one AI use case in production<br><small>Source: Stanford AI Index (2026) · <a href="https://lighthousedata.io/data/stanford-ai-index-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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