B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
45%
45% -- shopper engagement rate for shoppers greeted by proactive AI assistant (2026)
Nearly 45% of shoppers engage when greeted by a proactive AI assistant.
- The source notes 'Nearly 45%'
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
45%
Unit
Percentage
Data Vintage
2026
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
alhena.ai
Primary
Tier B
https://alhena.ai/blog/agentic-commerce-report-dtc-founders/ ↗
Source Article
Agentic Commerce Report: 5 Findings DTC Founders Need
Original Research
alhena.ai
· Original study ↗
Methodology
Research cited in report
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
shoppers greeted by proactive AI assistant: 45% shopper engagement rate. Source: alhena.ai (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/proactive-ai-shopper-engagement
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<blockquote cite="https://lighthousedata.io/data/proactive-ai-shopper-engagement" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>45%</strong> -- shopper engagement rate for shoppers greeted by proactive AI assistant<br><small>Source: alhena.ai (2026) · <a href="https://lighthousedata.io/data/proactive-ai-shopper-engagement" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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