
VISIBILITY SCORE

[ everything included]
[ Under the hood ]
Transparency
See exactly which signals moved the score.
Open any SKU to see the contribution of each signal, the day-over-day delta, and the engine split behind the number, so you always know what changed and why.
Per-signal breakdown
Daily deltas
Engine split
Per SKU
See which products AI recommends, and which it skips.
Searchpanel scores every SKU, variant, and bundle separately, then rolls them up to a brand view, so a healthy catalogue average never hides the one product AI has stopped naming.
Every SKU tracked independently
Catalogue rollup when you need it
Variant-level scoring
Per engine
See how the same product performs on each engine.
Each engine is scanned and scored on its own, so a strong result on ChatGPT never masks a product that Copilot has never cited, and you can see which engine to work on first.
Six engines scored separately
Per-market breakdown
Divergence alerts

ChatGPT
92
▲ +6
Named first in 6/9

Gemini
84
▲ +3
Cited via rtings

Perplexity
78
▲ +2
Mid-list, 4 prompts

Rufus
74
flat
Bullets too vague
AI Overviews
69
▲ +1
Schema incomplete

Copilot
44
▼ −9
Zero citations found
OVER TIME
Trace every movement back to the change that caused it.
Every listing edit, schema fix, and published article is marked on the timeline, so you can see how long each engine took to re-crawl and how far the score moved as a result.
Daily score history
Edits marked on the timeline
Before and after attribution
FAQS
What is an AI Visibility Score?
A 0–100 measure of how likely an AI engine is to name and recommend a specific product when a shopper asks, calculated for each SKU rather than for the brand as a whole.







