Editorial Policy
Editorial Standards
Khaby AI is committed to the highest standards of editorial integrity, accuracy, and independence. Every piece of content published on this platform is original, thoroughly researched, and subject to multi-stage review before publication. We operate as an independent intelligence resource and are not affiliated with any protocol developer, venture fund, government entity, or commercial platform.
Sources & Verification
Our editorial team draws from the following categories of primary and secondary sources to ensure comprehensive and accurate coverage:
- Primary Sources: Official protocol documentation, API references, technical whitepapers, patent filings, regulatory submissions, and direct communications with ecosystem participants.
- Institutional Research: Reports and data from recognized institutions including the World Economic Forum, McKinsey Global Institute, Gartner, Forrester, CB Insights, and academic research centers such as Stanford HAI and MIT Media Lab.
- Regulatory Publications: Official guidance, rulings, and consultation papers from regulatory bodies including FINMA, SEC, ESMA, MAS, VARA, and national data protection authorities.
- Market Data: Verified market intelligence from Bloomberg, S&P Global, Crunchbase, PitchBook, and other institutional data providers.
- Technical Standards: W3C standards, NIST guidelines, ISO frameworks, and FIDO Alliance specifications relevant to digital identity infrastructure.
Fact-Checking Process
All factual claims, statistics, and data points undergo multi-source verification before publication. Our fact-checking protocol requires a minimum of two independent sources for any quantitative claim. Technical specifications are verified against primary documentation. Market projections are attributed to their originating institution and presented with appropriate caveats regarding uncertainty and methodology.
Update Frequency
Content on Khaby AI is reviewed on a quarterly basis to ensure continued accuracy and relevance. Data points, market statistics, and regulatory references are updated as new reports and filings become available. Major ecosystem developments trigger immediate review and publication of updated analysis. All articles display their publication date and most recent revision date.
Correction Policy
We take errors seriously. When factual inaccuracies are identified — whether by our editorial team, external reviewers, or readers — corrections are made promptly. Corrections are clearly noted at the top of the affected article with a dated correction notice explaining what was changed and why. Material corrections that alter the substantive meaning of an article are accompanied by an editor's note.
Editorial Independence
No content on Khaby AI is influenced by advertisers, sponsors, or commercial partners. Editorial decisions — including topic selection, coverage depth, and analytical conclusions — are made solely by our editorial team based on relevance, significance, and reader value. If Khaby AI ever accepts sponsored content or commercial partnerships, such content will be clearly and prominently labeled as sponsored.
Disclosure Policy
Khaby AI and its editorial team may hold positions in digital assets, tokens, or equity in companies covered on this platform. Any material conflicts of interest are disclosed in the relevant article. Our editorial team members are prohibited from trading on information obtained through their editorial work prior to publication.
Reader Feedback
We welcome corrections, clarifications, and substantive feedback from our readers. Editorial inquiries and correction requests can be sent to [email protected]. We review all reader communications and respond to editorial matters within five business days.