B Evidence Grade B Graded under review Safe to Cite Current

66%

66% -- chatbot interaction low rating rate for telecom company AI chatbot (2026)

2026  · n=35,000  · Wharton

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Attribution: Wharton View source
Lighthouse Research Team
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Source verified Evidence graded
Value
66%
Unit
Percentage
Data Vintage
2026
Entity
telecom company AI chatbot
Sample Size
35,000
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
Wharton Primary Tier B
https://app.sciencesays.com/p/new-we-partnered-with-wharton-to-fix-ai-chatbots-7b39 ↗
Confidence: 53/100 Vintage: 2026 Channel: Common Crawl
Source Article
NEW: We partnered with Wharton to fix AI chatbots
Original Research
Wharton · Original study ↗

Analysis of chatbot customer satisfaction ratings at a telecom company, cited in the Wharton Blueprint for Effective AI Chatbots

Methodology documented
Industrymarketing
Plain Text
telecom company AI chatbot: 66% chatbot interaction low rating rate. Source: Wharton (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/chatbot-low-rating-telecom-2026
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<blockquote cite="https://lighthousedata.io/data/chatbot-low-rating-telecom-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>66%</strong> -- chatbot interaction low rating rate for telecom company AI chatbot<br><small>Source: Wharton (2026) · <a href="https://lighthousedata.io/data/chatbot-low-rating-telecom-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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