SearchestraOne AI Visibility Score Is Hiding Where You're Actually Losing
A vendor hands you one AI visibility score and it feels tidy. It is also useless for action. That number hides whether you are absent, buried, misdescribed or simply not recommended, four very different problems with four different fixes. The blended score is comfortable; the breakdown is what saves the quarter.
A single score cannot tell you what to do
Being mentioned but buried is a different problem than being described wrong, which is different again from being listed but never recommended. Collapse all of that into one number and you cannot tell which layer is costing you deals, so you cannot fix it. The four layers, Presence, Prominence, Portrayal, Persuasion, turn a vague score into a to-do list.
Find the layer that is failing
| Layer | The question | If it fails |
|---|---|---|
| Presence | Do you appear at all? | You are not in the running |
| Prominence | First or buried? | The buyer stops before your name |
| Portrayal | Accurate and positive? | A wrong claim kills trust |
| Persuasion | Recommended or just listed? | A rival gets the deal |
See the breakdown, not the blur
Searchestra reports across all four layers, not a single vanity score, so you see exactly where representation breaks down and fix the layer that is actually costing you, instead of guessing at one number.
A single AI visibility score hides where you are losing; break it into Presence, Prominence, Portrayal and Persuasion to see exactly what to fix.
Frequently asked questions
What are the 4 P's of AI visibility?
Presence, Prominence, Portrayal and Persuasion, a causal chain from whether you appear, to how prominently, to how accurately, to whether you are recommended.
Why not just use one score?
Because it hides which layer is failing. A blended number is comfortable but useless for deciding what to fix.
Which layer should I fix first?
The weakest one for your category. If you are barely mentioned, presence comes before sentiment or recommendation.