This policy explains who publishes ZenSleepZone, how AI is used and what readers should understand about the reliability and limits of the content.
Responsibility and review status
Aamir Bashir is the founder and publisher. He is responsible for the website and its publication decisions. He does not publish as a doctor, sleep therapist or clinical researcher.
ZenSleepZone currently uses AI to generate content and check it. There is no independent clinical review process, and this policy does not claim that every statement or citation has been manually verified.
The standards below guide publication and corrections. They are not a certification that all existing pages have passed an independent audit.
How AI is used
AI tools help identify and organize source material, generate explanations and summaries, and check drafts for possible errors or inconsistencies. These are automated checks, even when more than one AI tool is used.
Agreement between AI tools is not proof that a claim is correct. AI can invent references, misattribute findings, overlook limitations or produce confident wording that the evidence does not support. AI checking must not be described as medical review or independent human verification.
Where an article identifies a human author, editor or reviewer, the label must describe work that person actually performed. A publisher credit identifies responsibility for publication; it does not establish medical expertise.
Sources and evidence standards
The preferred sources for health claims are relevant clinical guidelines, systematic reviews, peer-reviewed studies and recognized public health organizations. The appropriate source depends on the question; one study alone does not establish a treatment consensus.
- Traceable claims: citations should identify the source and support the particular statement being made. An AI response is not a clinical source.
- Accurate context: numerical findings should explain the relevant population, outcome and time period. Relative changes and absolute results should not be presented as interchangeable.
- Appropriate certainty: distinguish association from causation, preliminary findings from established guidance, and group averages from individual results.
- Honest access: do not imply that a full study was examined when only an abstract or secondary summary was available.
- Uncertainty: acknowledge important limitations and conflicting evidence. Unsupported claims should be removed or qualified rather than made more persuasive.
A reference list helps readers trace the information, but its presence alone does not establish that the summary is accurate. Automated source checks do not replace a person reading and comparing the underlying evidence.
Medical limits and interactive tools
Content is for general education. It cannot diagnose a condition, assess an individual’s full medical history or prescribe treatment. A checklist, score or calculator result is not a clinical assessment.
Where a tool produces an estimate or a schedule from user inputs, that output must not be presented as a clinically validated or personally safe treatment plan without evidence to support that claim. Readers should discuss treatment decisions with a qualified healthcare professional.
The site does not provide emergency care or monitor urgent requests. Read the Disclaimer for the scope of the information.
Review labels and dates
“Medically reviewed” is reserved for content actually reviewed by an appropriately qualified professional. Any such credit must identify the person, relevant qualifications, review date and scope. An AI check does not qualify.
Publication and update dates should reflect actual publication or substantive changes. A new date, design change or automated check must not imply that all medical evidence has been reviewed again. No fixed review schedule is currently promised.
Corrections
Report a concern through the contact page or email admin@zensleepzone.com. Include the page URL, the wording at issue and any relevant evidence. Please avoid sending personal medical details.
The correction standard is to correct or remove confirmed errors and unsupported claims. Material changes that affect the meaning of health information should carry a dated correction note on the affected page. Minor spelling or formatting edits do not require one. No response-time guarantee is offered.
Commercial transparency
The policy is to identify advertising and sponsorship clearly, and disclose affiliate relationships close to the relevant recommendation or link. Payment must not be presented as scientific evidence, and sponsored material must not imply independent clinical endorsement.
This policy does not assert that the site has no commercial relationships. Any applicable relationship needs its own clear disclosure where readers encounter it.
Ownership and attribution
Sources should be credited, and third-party images, quotations and other materials require an appropriate right to use them. Rewriting material with AI does not remove copyright obligations or turn someone else’s experience into our own. Testimonials, testing claims and personal experiences must not be invented.
For more about the publisher, visit About ZenSleepZone.