How prompts are organized
Prompts are grouped into five categories that reflect how real buyers move through a decision:- Topic — broad subject-area queries that establish category awareness (“what is generative engine optimization”)
- Setup — implementation and onboarding questions (“how to set up AI visibility tracking”)
- Pricing — cost and value comparison queries (“best GEO tool pricing”)
- Platform — questions about specific integrations, compatibility, or ecosystem fit
- User Journey — stage-specific queries including pre-purchase research, post-purchase support, and renewal/upgrade considerations
Visibility Score
The Visibility Score is a composite metric that combines citation rate, mention rate, and average rank position into a single number per prompt or category. Higher scores mean you appear more prominently and more often. A high Visibility Score on awareness queries with a low score on pricing queries usually means buyers know you exist but aren’t finding you during the comparison phase — a critical gap.Filtering by persona
Every prompt analysis can be filtered by Persona. This reveals whether your visibility gap is universal or segment-specific:- A B2B CMO persona and a solo founder persona often ask structurally different questions in the same category
- Being invisible to one segment while visible to another means you have targeted content work to do, not a broad visibility problem
Reading the gap map
Sort any category by Visibility Score ascending to see your worst-performing prompts first. These are the questions buyers are asking AI engines where you’re either absent or ranked far behind competitors. For each low-score prompt, look at:- Who IS appearing (competitor or media source)
- What content type they’re citing (article, video, comparison page, community post)
- Whether you have any existing page that covers this topic
Turning gaps into action
Prompt Intelligence feeds directly into content planning:- Identify a high-intent, low-visibility prompt cluster (e.g., pricing queries where you rank fifth)
- Check whether an existing page can be improved (Content Audit) or new content is needed (Brand Studio)
- Approve the corresponding Action Engine card or start a Brand Studio draft manually, setting the target prompt cluster to match what you found here