Beauty AI publishes guides and comparisons about AI styling, outfit planning, digital wardrobes, visual clothing search, and related consumer software. This policy explains who is responsible for that work and how readers can verify, challenge, cite, or reuse it.
Ownership, funding, and product relationship
Beauty AI is a product and publication operated by the Beauty AI product team. Co-founder and editorial lead David Voskanyan is responsible for its testing standards and editorial review. The editorial operation is supported by the Beauty AI product.
Beauty AI may recommend its own app when it fits the reader’s problem. That relationship is disclosed, and no third-party app can pay for inclusion, a guaranteed position, or a positive conclusion. Any future affiliate or material commercial relationship must be disclosed on the affected page.
Sources and evidence
We prefer primary sources: official product documentation, App Store and Google Play listings, first-party pricing pages, original datasets, and direct testing. A secondary source may provide context but should not replace the primary source for a verifiable claim.
Sources should be linked near the claim or listed in a visible source or methodology section. We distinguish third-party facts, first-party test results, and editorial judgments, and record the date of a source check when freshness can change the recommendation.
How we test apps and workflows
Products are evaluated against the job a reader is trying to complete, not feature count alone. Depending on the article, testing considers onboarding friction, closet setup, repeated outfit planning, recommendation quality, visual-search behavior, pricing clarity, and usefulness after the first session.
Testing conditions, dates, versions, sample limits, and methodology are shown when they materially affect a result. We do not present a dated snapshot as a permanent product truth.
- Daily outfit planning and repeat-use practicality
- Closet setup speed and long-term usability
- Recommendation quality, wardrobe logic, and visual guidance
- Shopping usefulness, pricing clarity, availability, and premium value
How rankings and winners are chosen
Rankings are based on use-case fit. A best-overall choice should solve the central task clearly and consistently; another product may win a narrower category such as Android, capsule wardrobe planning, or visual search.
Material trade-offs and limitations must be visible. Rankings may change after meaningful product, price, availability, evidence, or methodology changes—not because a company requests or pays for a position.
AI-assisted editorial work
AI tools may assist with research organization, translation, drafting, formatting, or quality checks. They do not replace human responsibility for the published page.
A human editor must verify material claims, source links, comparisons, disclosures, and final recommendations before publication. We do not knowingly publish fabricated tests, sources, quotations, credentials, or personal experiences generated by AI.
Corrections and meaningful updates
Readers and companies may report a factual error to team@beautyai.app with the page URL, disputed statement, and supporting primary source. We review corrections on their evidence, not on whether the requester agrees with an editorial conclusion.
A confirmed material error is corrected as soon as reasonably possible. A meaningful update changes the visible review date, structured-data dateModified, Open Graph modified time, and sitemap lastmod together. Dates are not refreshed for deployment, formatting, or cosmetic edits.
Citation, attribution, and content reuse
When citing Beauty AI data, comparisons, or conclusions, name the material and include a crawlable link to its exact canonical URL or section anchor. Quote only the amount needed to support the new work; do not present Beauty AI testing or conclusions as your own.
Full article copying, automated republication, and removal of attribution are not permitted without written authorization. A dataset or downloadable asset may have a separate license on its page; that specific license controls use of that asset and does not automatically apply to the rest of the site.
Editorial contact and accountability
Use the editorial email for corrections, source questions, licensing, or a material conflict-of-interest concern. Product support requests should use the Support page.