B Evidence Grade B Graded under review Safe to Cite Current

40%

40% -- customer retention increase for personalization driven by AI (2026)

Name: Customer Retention Increase Statistics
Creator: Lighthouse Intelligence
Published: 2026-07-17

2026 · Forrester

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Attribution: Forrester View source

Lighthouse Research Team

Last verified: 2026-07-17 · How we verify data →

Source verified Evidence graded

Value

40%

Unit

Percentage

Data Vintage

2026

Entity

personalization driven by AI

Evidence Quality

Strong, reliable evidence

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

62/100 confidence

Single source - not yet corroborated

Score breakdown

Extraction

Source Trust

Citation Chain

Independence

Methodology

Freshness

Source

Forrester Primary Tier A

https://academia.nubimetrics.com/optimizar-performance ↗

Confidence: 54/100 Vintage: 2026 Channel: Cc Extraction

Source Article

Cómo optimizar tu performance en Mercado Libre con IA y pruebas

Vender en Mercado Libre es mucho más que publicar productos y esperar resultados. En este artículo, descubrirás cómo mejorar tu performance usando IA y pruebas, aprendiendo a medir resultados, ajustar estrategias y aumentar tus ventas con base en datos reales —no solo en la intuición. En este artícu…

Original Research

Forrester · Original study ↗

Methodology

Research by Forrester

Methodology documented

Segmentation

Channelcommon_crawl

Cite this stat

Plain Text

personalization driven by AI: 40% customer retention increase. Source: Forrester (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/customer-retention-increase-ai

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<blockquote cite="https://lighthousedata.io/data/customer-retention-increase-ai" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>40%</strong> -- customer retention increase for personalization driven by AI<br><small>Source: Forrester (2026) · <a href="https://lighthousedata.io/data/customer-retention-increase-ai" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>

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