Who Owns AI Visibility? (www.aivojournal.org)

AIVO Journal’s Foundational Concept No. 11 introduces AI Visibility Management (AIVM) as a new enterprise discipline: the coordinated process to measure, manage, and govern how brands, information, and executives appear inside AI assistants (ChatGPT, Gemini, Claude). Moving beyond MarTech’s experimental SEO remit, the piece argues AIVM is a strategic and fiduciary obligation that requires CMO, CDO, CRO/CFO, legal, ExCo and board involvement. It defines a three-tier control model—Operational (real-time MarTech monitoring), Strategic (CMO-driven visibility KPIs tied to revenue), and Governance (board-level audit and disclosure)—and prescribes a visibility risk register tracking model dependencies, update cadence, and financial correlations. Key technical contributions are standardized metrics and practical examples: PSOS™ (Prompt-Space Occupancy Score) measures how often a brand appears across standardized prompts; Tᵣ (Trust Ratio) captures verified/cited appearances; PD (Personality Drift) quantifies tone shifts across LLM responses; VVI (Visibility Volatility Index) tracks PSOS change. A case study shows a brand disappearing from Gemini after a retrain—undetected by legacy SEO tools but revealed by PSOS—causing a 7% conversion drop. The report forecasts new roles (Head of AI Visibility), assurance markets, and likely regulatory requirements (EU AI Act traceability), urging independent audits, annual AIVM disclosures, and incident protocols to treat visibility as a material enterprise risk.