B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
90%
90% -- positive user experience rate for AI chatbot users (Spanish hospitality group) (2025)
A case study of a hospitality group in Spain that implemented an AI chatbot built with forward deployed engineers showed that 90% of surveyed users reported a positive experience.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
90%
Unit
Percentage
Data Vintage
2025
Entity
Geography
EMEA
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
GPT-trainer
Primary
Tier C
https://gpt-trainer.com/blog/what+Is+a+forward+deployed+engineer ↗
Source Article
What Is a Forward Deployed Engineer? Bridging Tech and Business Needs | GPT-trainer
Back to all postsWhat Is a Forward Deployed Engineer? Bridging Tech and Business Needs
Hunter ZhaoAI & Technology
In the age of AI-driven solutions and rapid digital transformation, a new kind of engineering role has emerged to bridge the gap between cutting-edge technology and real-world business n…
Original Research
GPT-trainer
· Original study ↗
Methodology
User survey cited in a vendor case study; sample size not stated
Methodology documented
Segmentation
IndustryHospitality
Company SizeMid-market
RegionEMEA
Channelcontent
Cite this stat
Plain Text
AI chatbot users (Spanish hospitality group): 90% positive user experience rate. Source: GPT-trainer (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-chatbot-positive-user-experience-spain-2025
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<blockquote cite="https://lighthousedata.io/data/ai-chatbot-positive-user-experience-spain-2025" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>90%</strong> -- positive user experience rate for AI chatbot users (Spanish hospitality group)<br><small>Source: GPT-trainer (2025) · <a href="https://lighthousedata.io/data/ai-chatbot-positive-user-experience-spain-2025" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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