B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
68
68 -- customer satisfaction score for Glammmup (customer sentiment analysis user) (2025)
Glammmup's customer satisfaction score (CSAT) before mapping customer sentiment was 68 (later improving to 82).
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Lighthouse Research Team
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Source verified
Evidence graded
Value
68
Unit
Score
Data Vintage
2025
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
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
sobot.io
Primary
Tier C
https://www.sobot.io/article/customer-service-sentiment-analysis-why-it-matters-guide/ ↗
Source Article
What You Should Know About Customer Service Sentiment Analysis
Customer service sentiment analysis uses artificial intelligence to detect emotions in customer interactions, helping businesses unlock actionable insights. Companies in retail, e-commerce, and enterprise services use this technology to improve customer experience and support quality. For example, b…
Original Research
sobot.io
· Original study ↗
Methodology
Vendor case study; CSAT rose from 68 to 82
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Glammmup (customer sentiment analysis user): 68 customer satisfaction score. Source: sobot.io (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/csat-improvement-68-to-82
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<blockquote cite="https://lighthousedata.io/data/csat-improvement-68-to-82" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>68</strong> -- customer satisfaction score for Glammmup (customer sentiment analysis user)<br><small>Source: sobot.io (2025) · <a href="https://lighthousedata.io/data/csat-improvement-68-to-82" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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