Reporting on AI search visibility is harder than reporting on organic rankings because 1. The signals are distributed across platforms 2. Traffic doesn’t indicate your AI visibility 3. Analytics tools
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Loading velocity curve…
—Views / houraverage velocity since it published
—Peak velocitythe hottest sustained views/hr it ever hit
—vs. their normalpace relative to this creator's own baseline
—Engagementlikes per view — real engagement is hard to fake
—Agehow early Slope caught this surge