Editorial Policy

Last Updated: July 22, 2026

At FaceAuraAI, we are committed to providing accurate, research-backed, and trustworthy beauty, facial analysis, and hairstyle content. This editorial policy outlines our standards, processes, and principles across everything we publish.

Our Editorial Standards

Accuracy & Research-Based Content

Every article on FaceAuraAI is grounded in credible sources. We:

Cite peer-reviewed journals, clinical studies, and reputable publications for skincare and facial analysis claims
Check hairstyle and haircut recommendations against established hairstyling and cosmetology principles
Cross-reference claims against multiple sources
Link directly to original sources for reader verification
Update content regularly to reflect current research and trends

Hairstyle & Haircut Content Standards

Hairstyle content isn’t a medical claim, but we hold it to a clear standard anyway:

Every face-shape-to-hairstyle recommendation is built on established hairstyling geometry — how forehead width, jaw angle, cheekbone position, and hair texture interact with cut and length
Draft content is produced with AI assistance from that geometric framework, then reviewed by our editorial team for accuracy, repetition, and clarity before it publishes
We say plainly when a guide has not been reviewed by a licensed cosmetologist, instead of implying a credential we don’t have
We remind readers that hair texture, growth pattern, and cowlicks change what actually works on an individual head — an online guide can narrow your options, but it can’t see those details from a photo alone. A stylist can.

Fact-Checking Process

All content goes through the same workflow before publishing:

Research Phase — Writers compile information from peer-reviewed journals (PubMed, NCBI, dermatology publications), established hairstyling references, and authoritative sources
Editorial Review — Claims are cross-referenced against primary sources (PubMed, AAD guidelines, or standard hairstyling principles depending on topic)
Quality Check — Content is reviewed for clarity, completeness, and sourcing
Final Verification — Claims, statistics, and recommendations are checked again before publication

Content Integrity

What We Avoid

Making diagnostic or treatment claims
Recommending specific medical procedures without proper substantiation
Relying on brand marketing claims without backing
Publishing unsubstantiated efficacy claims
Presenting a hairstyle “rule” as absolute when personal hair texture can change the outcome

What We Focus On

Educational information about facial features, beauty science, and hairstyling
Evidence-based explanations of beauty and styling concepts
Transparent discussion of what research and hairstyling convention show, versus marketing claims
Clear presentation of the limits of any face-shape-based guide

Sourcing Standards

Preferred Sources

Peer-reviewed scientific journals and clinical studies
Published research from dermatology and cosmetic science institutions
Government health agencies and medical organizations
Direct citations from licensed beauty professionals, board-certified specialists, licensed cosmetologists or barbers, and peer-reviewed dermatological journals

Sources We Avoid

Brand marketing materials as primary evidence
Non-peer-reviewed blog posts or unverified claims
Social media trends without backing
Outdated research, unless historical context is relevant

Transparency & Updates

Every article displays its original publication date, last-updated date, and — where applicable — last fact-checked date.

Corrections Policy — When we find an error, we correct it promptly, note the correction and date at the bottom of the article, and update the “Last Updated” timestamp.

Content Updates — We review our most-read articles quarterly to keep information, links, and statistics current.

Use of AI Technology

AI-Assisted Content Creation

FaceAuraAI uses AI responsibly to help produce content. Our approach:

Human Oversight — All AI-assisted content is reviewed, edited, and verified by our editorial team before publishing
Fact Verification — Every claim is checked against source material through manual human review
Quality Control — Content is rewritten and refined to meet our standards for accuracy, tone, and readability
No Direct Publication — We never publish raw AI output without human review

AI-Powered Tools

Our facial analysis tools (Face Shape Detector, Symmetry Analyzer, Golden Ratio Calculator, etc.) are designed for educational and entertainment purposes, based on established facial proportion research, not intended as medical or diagnostic tools, and continuously refined based on user feedback.

Medical Disclaimer

The information on FaceAuraAI is for educational purposes only. It is not medical advice, diagnosis, or treatment.

Always consult a qualified healthcare provider or board-certified dermatologist for medical concerns
Always consult a licensed stylist before a dramatic haircut — our guides narrow down direction, a stylist adjusts for your actual hair
Our AI tools provide general analysis and are not diagnostic instruments
Product recommendations are educational; results vary

Editorial Independence

Affiliate Disclosure

When we link to products, we may earn a commission through affiliate programs. Affiliate relationships do not influence our recommendations, selections are based on research and relevance, and we disclose affiliate links clearly where they appear.

Our Commitment to Readers

We create content with respect for diverse skin tones, facial features, and beauty standards across ethnicities, all genders, ages, and backgrounds, and different personal styling preferences. Every piece is written in clear, jargon-free language, with honest discussion of what works and what doesn’t.

Contact & Feedback

For Content Corrections: contact us with the article URL and specific concern.
For General Feedback: share suggestions or questions about our content.
Email: [email protected]

About Our Team

FaceAuraAI is run by a small, named team — not an anonymous content operation.

Najmus Sayadat co-founded FaceAuraAI and leads product and content. He built the site’s Face Shape Detector and writes most of the face-shape and hairstyle guides. Read his full bio →

Aqeel fact-checks and reviews content before it publishes, checking claims and catching errors. Read his full bio →

Neither of us is a licensed cosmetologist or dermatologist. We disclose that directly so you can weigh our guides accordingly — see the sourcing standards above for how we account for that gap.

Editorial Policy & Standards | FaceAuraAI – Beauty Content You Can Trust