AI Cite Who
Quiet signalUnderstand why AI recommends competitors and what to improve
Launched 1mo ago
Signal
13
Velocity
0
What this means
10%Vote pace is below typical for Marketing.
Running at 10% of comparable launches.
+40%Launching in a 40% WoW growing category.
SEO had 56 launches this week vs 40 last.
14Founder Conviction Index: 14 — low signal.
Few of the conviction sub-signals (reputation, velocity, buyer-intent, tagline clarity) are firing yet.
Prediction
Top-5 finish probability
1%
today
Projected end-of-day votes
1range 1–1
Trajectory
stable
Vote pace holding steady.
Speed vs peers
0.1×
57 Marketing launches
About
Understand why AI answers recommend competitors. Inspect buyer-question results, cited sources and competitor evidence, then get a prioritized plan for what to improve on your website and across third-party channels. Start with a free website analysis; AI-answer audits are paid and use selected ChatGPT, Gemini and Perplexity search configurations.
AI Summary
AI Cite Who analyzes AI-generated competitor recommendations by inspecting buyer-question results and cited sources. It provides a prioritized improvement plan for websites and third-party channels, starting with a free website analysis and offering paid AI-answer audits.
Attention & discussion velocity
Performance
Velocity0
Vote pace vs average
Momentum0
Sustained over 6h
Virality0
Spread × engagement
Engagement—
not measured
Signal sources
2 of 6 active- Launch tracking7 readings since we picked it up
- AI analysisMarketing
- 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.