B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
52%
52% -- consumer trust preference rate for restaurant diners (2025)
52% of diners trust a restaurant's mobile app over a third-party delivery service.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
52%
Unit
Percentage
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
upmenu
Primary
Tier C
https://citrusbits.com/restaurant-app-development-choosing-between-custom-built-apps-white-label-app… ↗
Source Article
Restaurant App Development: Choosing Between Custom-built Apps & White-label Apps
Blog
Blogs
Restaurant App Development: Choosing Between Custom-built Apps & White-label Apps
BLOG by
52% of diners trust a restaurant’s mobile app over a third-party delivery service and 74% said they wish more restaurants would offer a delivery service of their own. (upmenu)
In our interconnected d…
Original Research
upmenu
· Original study ↗
Methodology
Survey data attributed to upmenu; cited by CitrusBits blog
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
restaurant diners: 52% consumer trust preference rate. Source: upmenu (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/diners-trust-restaurant-app-over-third-party
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<blockquote cite="https://lighthousedata.io/data/diners-trust-restaurant-app-over-third-party" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>52%</strong> -- consumer trust preference rate for restaurant diners<br><small>Source: upmenu (2025) · <a href="https://lighthousedata.io/data/diners-trust-restaurant-app-over-third-party" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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