B Evidence Grade B Graded under review Safe to Cite Current

80%

80% -- consumers more likely to purchase with personalization for U.S. consumers (2026)

2026  · atidiv.com

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Attribution: atidiv.com View source
Lighthouse Research Team
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Source verified Evidence graded
Value
80%
Unit
Percentage
Data Vintage
2026
Entity
U.S. consumers
B
Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

61/100 confidence

Single source - not yet corroborated

Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
atidiv.com Primary Tier C
https://www.atidiv.com/boost-customer-experience-with-ai/ ↗
Confidence: 23/100 Vintage: 2026 Channel: Common Crawl
Source Article
Jobs Replaced by AI? How AI Is Transforming Customer Experience
Original Research
atidiv.com · Original study ↗

Cited research without named original source

Methodology documented
Industrymarketing
Plain Text
U.S. consumers: 80% consumers more likely to purchase with personalization. Source: atidiv.com (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/personalization-purchase-likelihood-us
HTML Embed
<blockquote cite="https://lighthousedata.io/data/personalization-purchase-likelihood-us" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>80%</strong> -- consumers more likely to purchase with personalization for U.S. consumers<br><small>Source: atidiv.com (2026) · <a href="https://lighthousedata.io/data/personalization-purchase-likelihood-us" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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