Researchers & Contributors
Editorial Team & Authors
The researchers, engineers, and digital advertising analysts dedicated to keeping AI advertising accountable, verifiable, and transparent.
Mohsin Ali
Lead Architect & AI Systems Researcher
Focuses on conversational AI transparency, telemetry architecture, and automated classification systems for sponsored AI responses.
Editorial Standards Board
Ad Classification & Methodology Review
Cross-functional reviewers establishing taxonomies, verifying publisher domain authenticity, and auditing impression estimation models.
Data Verification Desk
Brand Verification & Inquiries
Processes brand profile claims, verified corporate domain linking, and public dataset accuracy updates.