B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
30%
30% -- shoppers willing to pay premium for ai personalization for retail shoppers (2025)
30% of shoppers are willing to pay 20% more for brands that leverage AI-driven personalization capabilities.
Attribution:
View source
Lighthouse Research Team
Last verified:
·
How we verify data →
Source verified
Evidence graded
Value
30%
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
75
Source Trust
60
Citation Chain
60
Independence
30
Methodology
45
Freshness
95
Source
Vogue Business
Primary
Tier B
https://insights.topkee.com.sg/dynamic/google-ads-niche-markets-strategies ↗
Source Article
Discover Topkee\'s Expert Google Ads Strategies for Niche Markets 2025 | Topkee
Singapore
The digital marketing landscape in 2025 is more competitive than ever, with retailers and niche businesses facing economic uncertainties and shifting consumer behaviors. According to the IMF, global economic growth is projected to slow to 2.8%, well below the historical average of 3.7%. Me…
Original Research
Vogue Business
· Original study ↗
Methodology
Cited from Vogue Business via Google retail insights
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
retail shoppers: 30% shoppers willing to pay premium for ai personalization. Source: Vogue Business (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-personalization-premium-30
HTML Embed
<blockquote cite="https://lighthousedata.io/data/ai-personalization-premium-30" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>30%</strong> -- shoppers willing to pay premium for ai personalization for retail shoppers<br><small>Source: Vogue Business (2025) · <a href="https://lighthousedata.io/data/ai-personalization-premium-30" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
Share
Use this data in your work
Copy the citation, embed the widget, or explore thousands more verified marketing statistics -- all free.