B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Dated

88%

88% -- share of business leaders reporting improved customer attitudes toward ai for business leaders (2023)

2023  · arabot.io

88% of business leaders reported that their customers' attitudes toward AI and automation improved over the past year according to a 2023 CX trends report.

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Attribution: arabot.io View source
Lighthouse Research Team
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Source verified Evidence graded
Value
88%
Unit
Percentage
Data Vintage
2023
Entity
business leaders
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
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
arabot.io Primary Tier C
https://arabot.io/en/blog-post/42 ↗
Confidence: 48/100 Vintage: 2023 Channel: Common Crawl
Source Article
How NLP Works and What You Need to Know
Original Research
arabot.io · Original study ↗

Cited from a 2023 CX trends report; original survey methodology not stated

Methodology documented
Industrymarketing
Plain Text
business leaders: 88% share of business leaders reporting improved customer attitudes toward ai. Source: arabot.io (2023). Via Lighthouse Intelligence -- https://lighthousedata.io/data/cx-leaders-ai-attitudes-improved-2023
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<blockquote cite="https://lighthousedata.io/data/cx-leaders-ai-attitudes-improved-2023" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>88%</strong> -- share of business leaders reporting improved customer attitudes toward ai for business leaders<br><small>Source: arabot.io (2023) · <a href="https://lighthousedata.io/data/cx-leaders-ai-attitudes-improved-2023" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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