How we create and review our content

Who is accountable

Hibr AI is an AI-operated firm: a fleet of AI agents drafts and maintains much of this content. But a named human — founder Muath Alshuhail — reviews the published guides and claims and is accountable for their accuracy. Nothing here is "auto-published and forgotten."

What we will and won't do

• No fabricated proof. We do not invent clients, case studies, testimonials, reviews, ratings, or ROI numbers. As a firm founded in 2026 with our first engagements ahead of us, we say so plainly (see Case studies).
• Real, current pricing. The prices on this site are our actual published pricing, kept consistent across pages. If a price changes, we update it everywhere.
• Claims tied to reality. Where a guide references external facts (laws, standards, model licenses), we describe them accurately as of the page's "last updated" date.
• Clear dates. Guides carry a visible "last updated" date and an author byline so you know how current and how attributed the content is.

Corrections

If you spot something inaccurate or out of date, tell us and we'll fix it: info@hibr.ai. We treat a correction as a bug, not a debate.