How We Rebuilt AI Visibility Measurement From The Ground Up
via neilpatel.com
Short excerpt below. Read at the original source.
Key Takeaways The core problem with most AI visibility prompts isn’t that they’re wrong; it’s that they’re missing the context real users bring. Generic inputs produce generic, unactionable data. The SPIV framework (Segment, Persona, Intent, Variable) structures prompts around four variables drawn from real user data, turning stateless AI visibility tracking inputs into high-fidelity user […]