B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
85%
85% -- ai investment rate for retail companies (2025)
85% of retail companies are investing in AI technologies to enhance customer experience.
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Lighthouse Research Team
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Source verified
Evidence graded
Value
85%
Unit
Percentage
Data Vintage
2025
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
Zipdo
Primary
Tier C
https://www.verasretail.com/ai-powered-clienteling-software-for-retail-customer-engagement/ ↗
Source Article
AI-Powered Clienteling Software for Retail: Boost Customer Engagement & Sales
Creating genuine connections with customers has never been more critical before now. Generic shopping experiences drive customers away, whereas personalized, data-driven interactions foster loyalty and drive remarkable business results. This transformation is powered by advanced clienteling software…
Original Research
Zipdo
· Original study ↗
Methodology
Cited from Zipdo
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
retail companies: 85% ai investment rate. Source: Zipdo (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/retailers-ai-investment-customer-experience
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<blockquote cite="https://lighthousedata.io/data/retailers-ai-investment-customer-experience" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>85%</strong> -- ai investment rate for retail companies<br><small>Source: Zipdo (2025) · <a href="https://lighthousedata.io/data/retailers-ai-investment-customer-experience" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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