B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Recent

48%

48% -- genai adoption rate for retailers (2025)

2025  · NRF (attributed via NRF 2025 insights)

48% of retailers are already working to incorporate Generative AI across functions.

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Attribution: NRF (attributed via NRF 2025 insights) View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
48%
Unit
Percentage
Data Vintage
2025
Entity
retailers
Geography
US
B
Strong, reliable evidence

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

64/100 confidence

Single source - not yet corroborated

Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
NRF (attributed via NRF 2025 insights) Primary Tier C
https://intuendi.com/resource-center/nrf-2025-insights/ ↗
Confidence: 48/100 Vintage: 2025 Channel: Deep Crawl
Source Article
Turning Data Chaos into Competitive Advantage: NRF 2025 Insights
This year, Intuendi had the privilege of exhibiting in the StartupHub at NRF 2025 in New York City. It was our first trip to the Big Apple, and in true New York fashion—the energy pulsating through the city was something else—every corner seemed to buzz with ambition, creativity and opportunity. And…
Original Research
NRF (attributed via NRF 2025 insights) · Original study ↗

Cited at NRF 2025; original survey source not named

Methodology documented
IndustryRetail RegionUS RoleAll marketers
Plain Text
retailers: 48% genai adoption rate. Source: NRF (attributed via NRF 2025 insights) (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/retailers-genai-incorporation-2025
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<blockquote cite="https://lighthousedata.io/data/retailers-genai-incorporation-2025" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>48%</strong> -- genai adoption rate for retailers<br><small>Source: NRF (attributed via NRF 2025 insights) (2025) · <a href="https://lighthousedata.io/data/retailers-genai-incorporation-2025" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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