How does Sleepio compare to newer AI driven sleep apps for treating insomnia among college aged adults?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does Sleepio compare to newer AI driven sleep apps for treating insomnia among college aged adults?
3 real searches · 1 real-search pass
Sleepio digital CBT-I randomized trial insomnia young adults college students evidence 2024 2025 AI sleep apps comparisonGoogle ↗
OBSERVEDComparison
AI-driven insomnia apps clinical evidence randomized trial chatbot CBT-I college students sleep appGoogle ↗
OBSERVEDOther / navigational
college students digital CBT-I insomnia randomized controlled trial SleepioGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Sleepio digital CBT-I randomized trial insomnia young adults college students evidence 2024 2025 AI sleep apps comparison Google ↗
AI-driven insomnia apps clinical evidence randomized trial chatbot CBT-I college students sleep app Google ↗
college students digital CBT-I insomnia randomized controlled trial Sleepio Google ↗
- The Effectiveness of Digital Cognitive Behavioral Therapy to Treat Insomnia Disorder in US Adults: Nationwide Decentralized Randomized Controlled Trial · pmc.ncbi.nlm.nih.gov
- The Effectiveness of Digital Cognitive Behavioral Therapy to Treat Insomnia Disorder in US Adults: Nationwide Decentralized Randomized Controlled Trial · pubmed.ncbi.nlm.nih.gov
- Evaluating a mobile application based intervention for insomnia in college students: a preliminary study. · pubmed.ncbi.nlm.nih.gov
- Evaluating a Mobile Application Based Intervention for Insomnia in College Students: A Preliminary Study · pmc.ncbi.nlm.nih.gov
- Using cognitive behavioral therapy-based chatbots to alleviate symptoms of insomnia, depression, and anxiety: A randomized controlled trial · pubmed.ncbi.nlm.nih.gov
- Using cognitive behavioral therapy-based chatbots to alleviate symptoms of insomnia, depression, and anxiety: A randomized controlled trial - Yi-Hang Chiu, Yen-Fen Lee, Huang-Li Lin, Li-Chen Cheng, 2025 · journals.sagepub.com
- JMIR Formative Research - Assessing the Feasibility, Usability, Acceptability, and Efficacy of an AI Chatbot for Sleep Promotion: Quasi-Experimental Study · formative.jmir.org
- oup.silverchair-cdn.com · academic.oup.com
- Journal of Medical Internet Research - Effects of Digital Sleep Interventions on Sleep Among College Students and Young Adults: Systematic Review and Meta-Analysis · jmir.org
- Effects of Digital Sleep Interventions on Sleep Among College Students and Young Adults: Systematic Review and Meta-Analysis · pubmed.ncbi.nlm.nih.gov
- 510(k) Premarket Notification · accessdata.fda.gov
- AccessGUDID · accessgudid.nlm.nih.gov
- Behavioral and psychological treatments for chronic insomnia disorder in adults: an American Academy of Sleep Medicine clinical practice guideline · pmc.ncbi.nlm.nih.gov
- Behavioral and psychological treatments for chronic insomnia disorder in adults: an American Academy of Sleep Medicine clinical practice guideline | Journal of Clinical Sleep Medicine · doi.org
- SleepioRx: Nationwide Randomized Controlled Trial (2025) · mental.jmir.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Sleepio digital CBT-I randomized trial insomnia young adults college students evidence 2024 2025 AI sleep apps comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
AI-driven insomnia apps clinical evidence randomized trial chatbot CBT-I college students sleep app OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
college students digital CBT-I insomnia randomized controlled trial Sleepio OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |