B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
25%
25% -- roi boost for AI-driven personalization in customer experience (2025)
AI-powered personalization leads to a 25% average increase in marketing ROI.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
25%
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
sobot.io
Primary
Tier C
https://www.sobot.io/article/importance-of-customer-experience-management-trends-2025/ ↗
Source Article
Latest Trends in Customer Experience Management for 2025
Businesses face a competitive landscape where the importance of customer experience management continues to grow. Companies that invest in emerging technologies and align with new cx trends see measurable gains.
| Statistic Description | Numerical Value / Insight |
|---|---|
| Additional revenue for…
Original Research
sobot.io
· Original study ↗
Methodology
Vendor-cited benchmark; original source not identified
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
AI-driven personalization in customer experience: 25% roi boost. Source: sobot.io (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-personalization-roi-boost-25
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<blockquote cite="https://lighthousedata.io/data/ai-personalization-roi-boost-25" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>25%</strong> -- roi boost for AI-driven personalization in customer experience<br><small>Source: sobot.io (2025) · <a href="https://lighthousedata.io/data/ai-personalization-roi-boost-25" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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