B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
5%
5% -- retailers seeing clear scalable roi from ai for Retailers (2026)
Only 5% of retailers are seeing clear, scalable ROI from their AI investments according to Voyado's State of AI in Retail report.
Attribution:
View source
Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
5%
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
95
Source
Voyado
Primary
Tier A
https://voyado.com/resources/blog/retail-trained-ai/ ↗
Source Article
Retail-trained AI: Why it delivers better results
TL;DR
Most AI tools work well in general tasks. But retail is not a general environment. Margin, inventory management, seasonality, loyalty, and product lifecycles shape every decision. Generic models miss that context.
Retail-trained AI is built on real retail data and behavior. It supports better …
Original Research
Voyado
· Original study ↗
Methodology
Voyado State of AI in Retail report; ROI measured from AI investments in retail
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Retailers: 5% retailers seeing clear scalable roi from ai. Source: Voyado (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/retailers-seeing-clear-scalable-ai-roi
HTML Embed
<blockquote cite="https://lighthousedata.io/data/retailers-seeing-clear-scalable-ai-roi" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>5%</strong> -- retailers seeing clear scalable roi from ai for Retailers<br><small>Source: Voyado (2026) · <a href="https://lighthousedata.io/data/retailers-seeing-clear-scalable-ai-roi" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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