B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
20%
20% -- customer retention increase for leading e-commerce platform (2025)
A leading e-commerce platform achieved a 20% increase in customer retention after implementing AI-driven product recommendations.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
20%
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
95
Source Trust
50
Citation Chain
90
Independence
30
Methodology
45
Freshness
83
Source
iSmart Communications
Primary
Tier A
https://ismartcom.com/blog/ai-marketing-101-how-algorithms-make-smarter-decisions/ ↗
Source Article
AI Marketing 101: How Algorithms Make Smarter Decisions - Best Lead Generation Agency in Singapore and Asia: iSmart Communications
AI Tools for Personalizing Email Campaigns: Transforming Engagement Strategies
January 20, 2025 at 11:06 amBoosting PPC Campaigns with AI Bid Optimization: The Ultimate Guide
January 21, 2025 at 12:04 pmIn today’s digital age, marketing strategies are evolving at lightning speed, and at the heart of…
Original Research
iSmart Communications
· Original study ↗
Methodology
Case study on AI-driven product recommendations
Methodology documented
Segmentation
Channelrss_feed
Cite this stat
Plain Text
leading e-commerce platform: 20% customer retention increase. Source: iSmart Communications (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ecommerce-personalization-customer-retention-increase
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<blockquote cite="https://lighthousedata.io/data/ecommerce-personalization-customer-retention-increase" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>20%</strong> -- customer retention increase for leading e-commerce platform<br><small>Source: iSmart Communications (2025) · <a href="https://lighthousedata.io/data/ecommerce-personalization-customer-retention-increase" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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