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

3.4%

3.4% -- daily app usage increase for Calm (2025)

2025  · Amazon Web Services

Calm achieved a 3.4% increase in daily app usage by using Amazon's machine learning to recommend Sleep Stories based on individual preferences.

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Attribution: Amazon Web Services View source
Lighthouse Research Team
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Source verified Evidence graded
Value
3.4%
Unit
Percentage
Data Vintage
2025
Entity
Calm
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
Amazon Web Services Primary Tier C
https://www.monkeywrench.in/from-mad-men-to-machine-minds-how-ai-is-rewriting-the-advertising-strate… ↗
Confidence: 48/100 Vintage: 2025 Channel: Deep Crawl
Source Article
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Original Research
Amazon Web Services · Original study ↗

Case study; secondary citation

Methodology documented
Industrymarketing
Plain Text
Calm: 3.4% daily app usage increase. Source: Amazon Web Services (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/calm-ml-app-usage-increase
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<blockquote cite="https://lighthousedata.io/data/calm-ml-app-usage-increase" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>3.4%</strong> -- daily app usage increase for Calm<br><small>Source: Amazon Web Services (2025) · <a href="https://lighthousedata.io/data/calm-ml-app-usage-increase" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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