B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
37%
37% -- customer satisfaction for AI-enabled contact centres (2026)
AI-enabled contact centres report customer satisfaction (CSAT) improvements of around 37 percent on average.
- Represents an average improvement/increase in CSAT, not an absolute CSAT score
Attribution:
View source
Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
37%
Unit
Percentage
Data Vintage
2026
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
95
Source Trust
50
Citation Chain
90
Independence
30
Methodology
45
Freshness
78
Source
cxtoday.com
Primary
Tier A
https://www.cxtoday.com/ai-automation-in-cx/the-ultimate-enterprise-guide-to-ai-automation-in-custom… ↗
Source Article
AI & Automation in CX: The Ultimate Enterprise Guide to CX Automation, AI Tools, and Platforms
Customer experience (CX) is the pulse of every modern enterprise. Yet as customer expectations rise and budgets tighten, organisations are under pressure to deliver more, faster, and with greater empathy. The next wave of innovation lies in how businesses use AI and automation not merely to respond,…
Original Research
cxtoday.com
· Original study ↗
Methodology
Performance improvements reported across AI deployments.
Methodology documented
Segmentation
Channelcommon_crawl
Cite this stat
Plain Text
AI-enabled contact centres: 37% customer satisfaction. Source: cxtoday.com (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-enabled-contact-centres-csat-improvements
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<blockquote cite="https://lighthousedata.io/data/ai-enabled-contact-centres-csat-improvements" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>37%</strong> -- customer satisfaction for AI-enabled contact centres<br><small>Source: cxtoday.com (2026) · <a href="https://lighthousedata.io/data/ai-enabled-contact-centres-csat-improvements" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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