AI Visibility Audit
Quiet signalCan ChatGPT read your firm website well enough to cite it?
Launched 23d ago
Signal
17
Velocity
0
What this means
30%Vote pace is below typical for this category.
Running at 30% of comparable launches.
+71%Launching in a 71% WoW growing category.
Email Marketing had 12 launches this week vs 7 last.
19Founder Conviction Index: 19 — low signal.
Few of the conviction sub-signals (reputation, velocity, buyer-intent, tagline clarity) are firing yet.
Prediction
Top-5 finish probability
2%
today
Projected end-of-day votes
2range 2–3
Trajectory
stable
Vote pace holding steady.
Speed vs peers
0.3×
282 comparable launches
About
Paste your firm's web address and get a scored reading of whether the AI answer engines (ChatGPT, Perplexity, Gemini, Claude) can read, understand and cite the site. Twenty-six deterministic checks, each with the evidence found on your own page, why it matters and the exact fix, and the three most important first. Reads public pages only, calls no model, never promises a citation. Free for the score and the first three checks.
Attention & discussion velocity
Performance
Velocity0
Vote pace vs average
Momentum0
Sustained over 6h
Virality0
Spread × engagement
Engagement—
not measured
Signal sources
1 of 6 active- Launch tracking5 readings since we picked it up
- AI analysisnot yet enriched
- Comment intelligencethread not yet analysed
- Outside discussionnot checked — domain is a storefront or shared
- Revenue signalsno match on this domain
- Editorial scoringbelow the signal threshold for this pass
A source that found nothing is a measurement. A source that has not run is a gap. Neither means the launch lacks the thing.