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Markets
  • Signal Feed
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  • Categories
  • Founders
  • Revenue
  • Beyond the launch
Intelligence
  • Content Desk
  • Editorial QA
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  • Signature Index
  • Trends
Lab
  • Metric Bench
  • Tagline Lab
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Yours
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8,976 products · 43,035 snapshots
AdAnt 2.0

AdAnt 2.0

Strong signal

Muse for Social Media Marketing

Launched 8h ago
Signal
76
Velocity
0

What this means

2.2×Growing 2.2× faster than the typical comparable launch.
Compared to 5 comparable launches at the same age.
33%Mid-tier finish likely.
Projecting attention of 136 by end of day-1.
+100%Launching in a 100% WoW growing category.
Google Cloud Run had 53 launches this week vs 0 last.
24Founder Conviction Index: 24 — low signal.
Few of the conviction sub-signals (reputation, velocity, buyer-intent, tagline clarity) are firing yet.

Prediction

Top-5 finish probability
33%
today
Projected end-of-day votes
136range 102–184
Trajectory
stable
Not enough snapshots yet to detect trajectory.
Speed vs peers
2.2×
5 comparable launches

About

AdAnt AI is your proactive, 24/7 social media marketing team. The Strategist researches your niche on TikTok, Instagram, YouTube and Meta Ads and writes content strategies that work. The Creator turns every strategy into a batch of videos. The Analyst listens on X and Reddit for conversations worth joining. The Manager plans the calendar and posts. Built on the strategies our founding team used to generate 100M+ organic views and cut paid acquisition costs by 60% on average.

Attention & discussion velocity

Performance

Velocity0
Vote pace vs average
Momentum0
Sustained over 6h
Virality0
Spread × engagement
Engagement28
Discussion per unit of attention

Editorial read

Scored deterministically. Only candidates that fire a story trigger are sent to a model, so this one has no written angle.

InvestigateRanks high on little evidence. Worth a look, but verify before committing.
195/8
Timeliness5%100
carried 7%
Novelty15%60
carried 20%
Trend20%50
carried 27%
Business15%27
carried 20%
Story20%0
carried 27%
Not measured · 3 of 8
Revenue10%—
Founder10%—
Cross-platform5%—

Gaps in our data, not findings about the product. Their weight is redistributed across the 5 we did measure.

measuredmeasured, zeronot measured
Full audit →

Signal sources

2 of 6 active
  • Launch tracking2 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 scoring23% evidence coverage

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

Lingjie Weng
Lingjie Weng
@lingjieweng
rep 24
Justin Jincaid
@justin2025 · hunter

Topics

Social MediaGoogle Cloud RunMarketingArtificial Intelligence