B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
86%
86% -- productivity impact rate for UK retailers (2025)
86% of UK retailers report that inefficient processes and technology hurt store associate productivity.
Attribution:
View source
Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
86%
Unit
Percentage
Data Vintage
2025
Entity
Geography
UK
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
avkalan.ai
Primary
Tier C
https://avkalan.ai/ai-agents-in-retail-complete-guide-2025/ ↗
Source Article
AI Agents in Retail | Complete Guide 2025
Original Research
avkalan.ai
· Original study ↗
Methodology
Secondary citation in AI vendor blog
Methodology documented
Segmentation
IndustryRetail
RegionUK
Cite this stat
Plain Text
UK retailers: 86% productivity impact rate. Source: avkalan.ai (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/uk-retailers-inefficient-processes-productivity
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<blockquote cite="https://lighthousedata.io/data/uk-retailers-inefficient-processes-productivity" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>86%</strong> -- productivity impact rate for UK retailers<br><small>Source: avkalan.ai (2025) · <a href="https://lighthousedata.io/data/uk-retailers-inefficient-processes-productivity" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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