B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
20%
20% -- marketing efficiency increase for Retailers using AI-powered customer segmentation (2025)
Retailers using AI-powered customer segmentation see a 20–30% increase in marketing efficiency.
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Lighthouse Research Team
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Source verified
Evidence graded
Value
20%
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
60
Independence
30
Methodology
45
Freshness
95
Source
Forrester Research
Primary
Tier C
https://aisoftwaresystems.com/blog/ai-tools-for-retail-business/ ↗
Source Article
AI Tools for Retail Business
Introduction to AI in Retail
Artificial Intelligence (AI) is revolutionizing the retail industry, offering businesses powerful tools to streamline operations, enhance customer experiences, and boost sales. From AI-driven chatbots and AI agents to predictive analytics and…
Original Research
Forrester Research
· Original study ↗
Methodology
Range 20-30%; cited from Forrester Research
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Retailers using AI-powered customer segmentation: 20% marketing efficiency increase. Source: Forrester Research (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-segmentation-marketing-efficiency
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<blockquote cite="https://lighthousedata.io/data/ai-segmentation-marketing-efficiency" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>20%</strong> -- marketing efficiency increase for Retailers using AI-powered customer segmentation<br><small>Source: Forrester Research (2025) · <a href="https://lighthousedata.io/data/ai-segmentation-marketing-efficiency" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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