HOHOLALA GUIDE
A Practical AI Visibility Prompt-Testing Method
Create a repeatable prompt set to observe how AI systems represent an expert brand without mistaking a single answer for a ranking.
Define the questions first
Use prompts that reflect genuine buyer research: category discovery, problem-to-provider questions, expertise verification and comparisons. Avoid changing the wording after seeing results merely to force a preferred answer.
Record the environment
Log the system, date, prompt, relevant settings and response. AI outputs can vary across sessions and over time, so a single response is an observation rather than a permanent ranking.
Code the result
Track whether the target entity is mentioned, described accurately, associated with the intended expertise and supported by sources when the interface provides them. Also record factual errors and ambiguity.
Retest after meaningful changes
Make evidence-based improvements, allow time for public sources and indexes to update, then rerun the same core prompt set. Compare patterns rather than celebrating or reacting to one answer.