AuroraDigest
Quiet signalAI-powered literature tracking for scientists
Launched 1mo ago
Signal
18
Velocity
21
What this means
20%Vote pace is below typical for this category.
Running at 20% of comparable launches.
-100%Category cooling: Science.
Launches down 100% week-over-week.
20Founder Conviction Index: 20 — low signal.
Few of the conviction sub-signals (reputation, velocity, buyer-intent, tagline clarity) are firing yet.
Prediction
Top-5 finish probability
9%
today
Projected end-of-day votes
2range 2–3
Trajectory
stable
Not enough snapshots yet to detect trajectory.
Speed vs peers
0.2×
199 comparable launches
About
Scientists waste hours every week finding and tracking relevant scientific papers. Aurora Digest puts your literature review on autopilot. Describe your research topic in plain English, and our AI builds optimized Boolean query 'radars' monitoring over 250M publications (OpenAlex). Filter results by date, citations, or 'trending impact,' and use our automated extraction matrix to instantly distill methodologies and key findings. Stop searching, start discovering
Attention & discussion velocity
Not enough snapshots yet. Run the snapshot worker every 15 min to build the time-series.
Performance
Pace needs two or more snapshots. This launch has 1, so velocity and momentum read as unmeasured rather than zero.
Velocity—
not measured
Momentum—
not measured
Virality—
not measured
Engagement—
not measured
Signal sources
1 of 6 active- Launch tracking1 reading 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.