B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
73%
73% -- consumer ai touchpoint rate for Consumers (2025)
73% of consumers interact with AI at some stage in their buying journey.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
73%
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
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
NRF
Primary
Tier C
https://ggufloader.github.io/use-cases/how-local-ai-automates-ecommerce-retail-tasks.html ↗
Source Article
How Local AI Automates E-Commerce & Retail Tasks
The Product Data Problem
Managing an online store with thousands of products means dealing with endless spreadsheets, supplier feeds, and inventory updates. A mid-size retailer might receive weekly CSV files from five different suppliers, each with different column names, formatting conventions, and…
Original Research
NRF
· Original study ↗
Methodology
Cited from NRF data via secondary blog
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Consumers: 73% consumer ai touchpoint rate. Source: NRF (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/consumers-ai-buying-journey-73
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<blockquote cite="https://lighthousedata.io/data/consumers-ai-buying-journey-73" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>73%</strong> -- consumer ai touchpoint rate for Consumers<br><small>Source: NRF (2025) · <a href="https://lighthousedata.io/data/consumers-ai-buying-journey-73" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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