B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
54%
54% -- share of retailers citing compliance concerns as ai adoption barrier for European retailers (marketing and e-commerce leaders) (2025-12)
54% of surveyed European retail marketing and e-commerce leaders cited compliance concerns as a top barrier to AI progress/adoption.
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
54%
Unit
Percentage
Data Vintage
2025-12
Entity
Sample Size
300
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Retail Economics
Primary
Tier B
https://voyado.com/resources/blog/retail-ai-trust-barrier/ ↗
Source Article
53% of retailers don't trust their AI to make decisions. [Study] - Voyado
There’s a version of the retail AI conversation that focuses almost entirely on capability. Which model is smartest, which platform integrates best, which vendor’s roadmap moves fastest, etc. In that version, the challenge in front of retail is a technology challenge, and the answer is more or bette…
Original Research
Retail Economics
· Original study ↗
Methodology
Retail Economics survey of 300 marketing and e-commerce leaders across Benelux, DACH, Scandinavia and the UK, conducted December 2025. Compliance concerns cited as a top AI adoption barrier.
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
European retailers (marketing and e-commerce leaders): 54% share of retailers citing compliance concerns as ai adoption barrier. Source: Retail Economics (2025-12). Via Lighthouse Intelligence -- https://lighthousedata.io/data/retailers-ai-compliance-barrier-2025
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<blockquote cite="https://lighthousedata.io/data/retailers-ai-compliance-barrier-2025" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>54%</strong> -- share of retailers citing compliance concerns as ai adoption barrier for European retailers (marketing and e-commerce leaders)<br><small>Source: Retail Economics (2025-12) · <a href="https://lighthousedata.io/data/retailers-ai-compliance-barrier-2025" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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