aientity · corroborated across sources

alibaba

for ai founders

Emerging

signal score

live items

⏳ Too early

trajectory — needs a few more snapshots

npm

Why this scored 18

every term, weighted

Velocity+0.0 / 40 max

Engagement per hour, normalized against the fastest item on its own source

Acceleration+7.5 / 25 max

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25 max

How many independent communities are talking about the same entity

Recency+10.0 / 10 max

Decays to zero over 14 days

Saturation penalty+0.0 / 30 max

Subtracted once something is big and old — we rank what's next, not what's peaked

Composite17.5

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On a topic's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement. Full methodology

Signal history

7-day window (free)

Not enough history yet — the trend line fills in as snapshots accrue (every 30 min).

The evidence

The live items this entity's score aggregates — every community independently talking about it right now. This is the corroboration, shown, not claimed.