B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
3
3 -- roi requirement for AI-powered personalization platform (2025)
An assumed 3:1 ROI requirement is used to illustrate justifying an AI-powered personalization platform investment.
- Stated as a hypothetical assumption/illustrative example to justify an investment in an AI-powered personalization platform
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
3
Unit
Multiple
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
50
Citation Chain
60
Independence
30
Methodology
45
Freshness
95
Source
Winsomemarketing.com
Primary
Tier C
https://winsomemarketing.com/ai-in-marketing/the-50-billion-ai-waste-why-most-marketing-ai-projects-… ↗
Source Article
The $50 Billion AI Waste: Why Most Marketing AI Projects Can't Prove Their Worth
Original Research
Winsomemarketing.com
· Original study ↗
Methodology
Assumed ROI requirement
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
AI-powered personalization platform: 3 roi requirement. Source: Winsomemarketing.com (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-personalization-platform-roi-requirement
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<blockquote cite="https://lighthousedata.io/data/ai-personalization-platform-roi-requirement" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>3</strong> -- roi requirement for AI-powered personalization platform<br><small>Source: Winsomemarketing.com (2025) · <a href="https://lighthousedata.io/data/ai-personalization-platform-roi-requirement" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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