B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
30%
30% -- customer engagement for AI-driven personalization (2025)
AI-driven personalization can boost customer engagement by 30%.
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Lighthouse Research Team
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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
95
Source Trust
50
Citation Chain
90
Independence
30
Methodology
45
Freshness
79
Source
Encharge
Primary
Tier A
https://flareai.co/news/ai-agents-transform-marketing-for-resource-limited-saas-teams/ ↗
Source Article
AI Agents Boost SaaS Marketing for Small Teams
Quick Listen:
In a cramped office or maybe a virtual one patched together by Zoom a small SaaS startup team hustles to keep up. With a marketing budget that barely covers a month’s worth of ads and a to-do list that feels like a hydra, they’re fighting to carve out a niche against competitors with m…
Original Research
Encharge
· Original study ↗
Methodology
Encharge report
Methodology documented
Segmentation
Channelrss_feed
Cite this stat
Plain Text
AI-driven personalization: 30% customer engagement. Source: Encharge (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-driven-personalization-boost-customer-engagement-2025
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<blockquote cite="https://lighthousedata.io/data/ai-driven-personalization-boost-customer-engagement-2025" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>30%</strong> -- customer engagement for AI-driven personalization<br><small>Source: Encharge (2025) · <a href="https://lighthousedata.io/data/ai-driven-personalization-boost-customer-engagement-2025" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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