B
Evidence Grade B
Safe to Cite
Current
1%
1% -- retailer ai tool adoption rate for Retailers using AI tools for personalization (2026)
Attribution:
View source
Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
1%
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
75
Source Trust
95
Citation Chain
90
Independence
30
Methodology
45
Freshness
95
Source
Talkdesk
Primary
Tier B
https://articles-na1.emarketer.com/topics/artificial-intelligence/2 ↗
Source Article
Artificial Intelligence Articles
Original Research
Talkdesk
· Original study ↗
Methodology
Source phrased as 'less than 1 in 3' (i.e., under ~33.3%); value shown as the 1-in-3 ceiling. Context: retail personalization AI tools, per a Talkdesk study.
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Retailers using AI tools for personalization: 1% retailer ai tool adoption rate. Source: Talkdesk (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/retailers-using-ai-tools-less-than-1-in-3
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<blockquote cite="https://lighthousedata.io/data/retailers-using-ai-tools-less-than-1-in-3" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>1%</strong> -- retailer ai tool adoption rate for Retailers using AI tools for personalization<br><small>Source: Talkdesk (2026) · <a href="https://lighthousedata.io/data/retailers-using-ai-tools-less-than-1-in-3" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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