Eight tools — the full AI-Visibility suite ↗
01
The verdict — how visible are you inside the AI answers
Measured, not assumed — and the picture is mixed.
Five findings behind the score — the headline, then the deep tool ↗
0 / 16
The ChatGPT blind spot
Claude is named on 0 of 16 commercial buying questions — on the engine that carries ~77% of AI traffic.
Per-engine distribution →
23% · #2
Share of voice
A strong runner-up — but OpenAI is named first 48% of the time vs your 27%. Cited second, not first.
Competitor share-of-voice →
0 negative
Sentiment
71% positive, zero negative across every mention. The problem is reach, not reputation — you're not disliked, just not in the room.
Perception & sentiment →
0 / 10
Buyer-question gap
The category's buying questions are ChatGPT-framed — anthropic.com authors none of the prompt clusters the engines pull from.
Prompt & question intelligence →
163 replays
Proven lift, not a guess
After a fix we re-run the exact prompts to prove the number moved — the causal loop no other AI-visibility tool closes.
Causal re-verify loop →
02
The numbers — mentions, citations, reach
03
What the 52 is made of — the six BSS pillars
Bliss Spectrum Score · v6.1 weighting
weights sum to 100 · per-pillar read is directional04
Where the mentions come from — by engine
Distribution by LLM
share of all mentionsThe trap
cited pages ≠ mentions05
Where the mentions land — by country
06
Who the engines cite about you
| Source domain | Your mentions | Share |
|---|
The engines mostly learn about you from third parties — YouTube, Reddit, Wikipedia — not your own site. Your own domain is only the #6 source. Full source & opportunity analysis is the Topics & Sources tool.
07
What you already win
| Topic | Visibility | Your mentions | AI volume |
|---|
You own privacy, safety and your own product names — informational, brand-adjacent topics. The commercial buying questions are where the gap is (the Prompt & Question tool).
08
Two lenses on the same question
Bliss controlled replay
our second lensWhy two numbers, not one
09
The score is a range, not a point — the Wilson living interval
Bliss controlled replay · weighted mention, with the engine spread
OURS · Wilson 95%10
The honesty ledger — what we refuse to round off
Two numbers, both real — and the caveats no tracker prints
the moat is the disclosure11
Coverage map — how Bliss compares to the trackers
What every AI-visibility tool measures — and the four things only Bliss adds
5 live · the rest per full engagement12
Go deeper — the AI-Visibility suite
This overview is the headline. Seven deeper tools break down the engines, the prompts, the competitors, the sentiment, and prove every fix.
13
The line that lands
14
How this was measured
Bliss Optimizer · AI Visibility · anthropic.com