B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
23%
23% -- revenue share attributed to ai personalization for Top marketers' annual revenue (2026-05)
Among top marketers (specifically the 94% who report revenue attribution), at least 23% of their annual revenue is attributed directly to AI-powered personalization.
- Represents a minimum threshold ('at least 23 percent') among the 94 percent of top marketers surveyed
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
23%
Unit
Percentage
Data Vintage
2026-05
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
Amra & Elma
Primary
Tier C
https://www.awcode.com/news/the-future-of-e-commerce-technology-trends-to-watch ↗
Source Article
The Future of E-commerce: Technology Trends to Watch — AWcode
The Future of E-commerce: Technology Trends to Watch
2026-05-25
E-commerce Technology Trends in 2026: Agentic AI, Phygital Retail, and Data Velocity
Online shopping has fundamentally transformed. The industry has moved beyond simple digital storefronts and static catalogs into an intelligent, autono…
Original Research
Amra & Elma
· Original study ↗
Methodology
Minimum share of annual revenue attributed directly to AI-powered personalization by the 94% of top marketers referenced in the same finding; reported as 'at least 23 percent' in the Amra & Elma May 2026 report as cited by AWcode.
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Top marketers' annual revenue: 23% revenue share attributed to ai personalization. Source: Amra & Elma (2026-05). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-personalization-revenue-share-23-percent
HTML Embed
<blockquote cite="https://lighthousedata.io/data/ai-personalization-revenue-share-23-percent" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>23%</strong> -- revenue share attributed to ai personalization for Top marketers' annual revenue<br><small>Source: Amra & Elma (2026-05) · <a href="https://lighthousedata.io/data/ai-personalization-revenue-share-23-percent" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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