Eight tools — the full AI-Visibility suite ↗
01
The empty quadrant — what no rival can show
02
The four-step causal loop
03
The honest pre-arm — Wilson intervals, not a point
Per-engine citation rate · 22-question replay
04
The same question, the opposite answer
05
Powered where it's weakest
AI-referral traffic weight vs your rate there
The 77% / 11% traffic weights are a labeled model-estimate — used only to prioritise, never scored.
replays per engine, budgeted by variance
06
The lift simulator — put the cost on screen
drag the two rates — replays/arm recompute live from the methodology formula
55%
70%
163
replays per arm to prove this lift at p<0.05, power 0.80
07
Trigger → deployable fix → latency
08
The honesty ledger — the anti-anecdote
| Correction | What it fixes | Tier | Source |
|---|
09
Volatility gates reportability
Drift bands · CoV → what we're allowed to claim
Current state
10
Citation-slot change feed — the baseline the loop diffs
11
How a fix is proven + the revenue inverse
The revenue inverse — same model, run backwards
DIRECTIONALWhat we did NOT measure
The competitor anecdote wall
named claims, contrasted| Tool | Their published claim | Type |
|---|
Bliss Optimizer · AI Visibility · Causal Re-Verify Loop