GEO Optimization Toolkit
Audit AI visibility across 20 engines in 30 min
Votes
4
Comments
1
What this means
50%Vote pace is below typical for this category.
Running at 50% of comparable launches.
+200%Launching in a 200% WoW growing category.
Email Marketing had 3 launches this week vs 1 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
3%
today
Projected end-of-day votes
4range 3–5
Trajectory
stable
Not enough snapshots yet to detect trajectory.
Speed vs peers
0.5×
215 comparable launches
About
Most brands are invisible to AI engines. ChatGPT, DeepSeek, Kimi, Doubao do not cite them. This toolkit tells you exactly where you stand and what to do. Inside: a diagnostic report template with 8 modules, a 34-step optimization checklist, a 5-phase execution SOP spanning 563 lines, and a directory of 20 AI engines with citation preferences. The only GEO resource covering both Western AND Chinese AI platforms. $5 one-time purchase. Free updates.
Vote & comment velocity
Scores
Velocity0.0
Vote pace vs avg
Momentum0.0
Sustained over 6h
Virality0.0
Spread × engagement
Engagement50.0
Comments per vote