Your AI Visibility Dashboard Is Measuring Yesterday's Web, Not Today's Model

Every major brand now tracks its “AI visibility.” Most are doing it wrong. If your dashboard builds on scraped or resold data, it’s describing a memory of the market—not the market itself. AIVO Standard measures live assistant behavior through authenticated API recalls, because visibility drift has become a measurable financial risk, not a technical curiosity.