Eight tools — the full AI-Visibility suite ↗
01
The verdict — one brand, six very different engines
02
Who mentions you — share of all mentions
Distribution by LLM
Semrush · mentionsCited pages tell a different story
03
The per-engine scorecard — every lens, one table
| Engine | Mentions | Cited pages | 6-mo | Bliss probe | Verdict |
|---|
“Mentions” is Semrush’s share of all mentions; “Bliss probe” is our controlled 22-question replay with a 95% interval. A dash means that source doesn’t cover that engine — shown, never guessed.
04
Not a point — a range. The Wilson living interval, per engine
Controlled citation rate as floor → point → ceiling (95% CI)
OURS · n=22/engine05
The other axis — you're not the same brand across questions
Citation rate by buyer intent — small-multiples, per engine
OURS · 32-question probe06
The trap — you’re weakest where the traffic is
share of AI referral traffic vs your citation rate there
07
Quantified — your traffic-weighted exposure
Where your buyers are × how often you win there
Bliss model · directional08
The controlled lens — same 22 questions, five engines
09
What to do, per engine
10
Parity — the same lens trackers ship, plus our second lens
11
The honesty ledger — what we flag, discount, and refuse to guess
What we flag & discount
Not collected — shown, never guessed
12
How this was measured
13
The read — one line that lands
Go deeper — the eight AI-Visibility tools
Bliss Optimizer · AI Visibility · Per-Engine