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527 products · 2,088 snapshots
AI Visibility Intelligence Platform

AI Visibility Intelligence Platform

AI Citation Tracking Powered by Persona-Driven Queries

Launched 12h agoProduct Hunt Website
Votes
1
Comments
0

What this means

50%Vote pace is below typical for this category.
Running at 50% of comparable launches.
+100%Launching in a 100% WoW growing category.
Marketing had 48 launches this week vs 0 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
1range 1–1
Trajectory
stable
Vote pace holding steady.
Speed vs peers
0.5×
119 comparable launches

About

We're raising to fund MVP2 — enabling 'continuous AI CITATION TRACKING' through 'PERSONA-DRIVEN INTELLIGENCE', so brands can see how they appear to AI across real buyer scenarios. If you're an investor or partner interested in this space, we're happy to share our full investor deck.

Vote & comment velocity

Performance

Velocity0
Vote pace vs average
Momentum0
Sustained over 6h
Virality0
Spread × engagement
Engagement—
not measured

Signal sources

1 of 6 active
  • Product Hunt1 votes · 3 snapshots
  • AI analysisnot yet enriched
  • Comment intelligenceno comments to analyse
  • Hacker Newschecked, no discussion found
  • Revenue (TrustMRR)no 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.

Founders

Tandeep Sangra
@tandeep_sangra
rep 12
Tandeep Sangra
@tandeep_sangra · hunter

Topics

MarketingSaaSArtificial Intelligence