B Evidence Grade B Graded under review Safe to Cite Current

47%

47% -- share of respondents implemented ai for hyper personalization for CRM users (2026)

2026  · Forrester Consulting (commissioned by Salesforce)

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Attribution: Forrester Consulting (commissioned by Salesforce) View source
Lighthouse Research Team
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Source verified Evidence graded
Value
47%
Unit
Percentage
Data Vintage
2026
Entity
CRM users
B
Strong, reliable evidence

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

61/100 confidence

Single source - not yet corroborated

Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Forrester Consulting (commissioned by Salesforce) Primary Tier B
https://aremorch.com/the-future-of-hospitality-how-ai-powered-crm-is-revolutionizing-the-hotel-indus… ↗
Confidence: 53/100 Vintage: 2026 Channel: Common Crawl
Source Article
The Future of Hospitality: How AI
Original Research
Forrester Consulting (commissioned by Salesforce) · Original study ↗

Forrester Consulting study commissioned by Salesforce

Methodology documented
Industrymarketing
Plain Text
CRM users: 47% share of respondents implemented ai for hyper personalization. Source: Forrester Consulting (commissioned by Salesforce) (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-hyper-personalization-implementation-47
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<blockquote cite="https://lighthousedata.io/data/ai-hyper-personalization-implementation-47" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>47%</strong> -- share of respondents implemented ai for hyper personalization for CRM users<br><small>Source: Forrester Consulting (commissioned by Salesforce) (2026) · <a href="https://lighthousedata.io/data/ai-hyper-personalization-implementation-47" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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