People talk about events before, during, and after they happen.
Eight different platforms, eight different communities, eight
different vantage points — from open-platform shouting to
allowlist-curated channels and the global news cycle. We pull
from all of them so the read isn't dominated by any one
platform's tone.
The fastest pulse. Threats, complaints, and on-the-ground
reports surface here first. Each post is read by the AI
classifier and tagged Critical, High, Medium, or Low — with
a written reason you can challenge.
Why we use it: speed. By the time something hits the news,
X has already been posting about it for an hour.
Long-form context. Local subreddits ("r/LasVegas",
"r/Coachella") are where attendees vent about logistics,
organize meetups, and post warnings. Threat-coded keywords
are scored the same way as X posts.
Why we use it: depth. Reddit threads explain *why* something
is happening, not just that it is.
Smaller user base, but disproportionately journalists, civic
organizers, and infrastructure-watchers. Catches stories X
misses or buries.
Why we use it: signal where the noise hasn't caught up yet.
Decentralized — many independent servers. Strong overlap
with international and activist communities. Useful for
events with cross-border attendance or political dimension.
Why we use it: it surfaces conversation that platforms with
heavy moderation actively suppress.
Allowlisted public channels — protest coordination,
resale rings, counter-demo callouts, and football-firm
chatter. Channel set is operator-curated, not crawled.
Why we use it: the protest organizing that no longer lives
on open platforms still lives here. Real-data path activates
when a gateway is configured.
Short-form video chatter — flash-mob style mobilization,
ticket-plug accounts, walkout planning. Severity weights
views-per-hour velocity, not raw view count.
Why we use it: virality cycles here are 24–48h, fast enough
to matter for event-day staffing. Real-data path activates
when Research API credentials land.
Video uploads about the venue, recent incidents, or recurring
event franchises. Comment threads on those videos often
contain protest plans, ticket-fraud warnings, and rumors
that don't appear in text-only feeds.
Why we use it: a meaningful share of organizing happens in
video comments now, not on text platforms.
A 24-hour-refreshed global news index that reads thousands
of news outlets and flags articles mentioning protest,
violence, terror, unrest, and security around the event,
venue, or location. Tone-scored — a wave of negative
coverage is itself a signal, even if no single headline is
alarming.
Why we use it: the news cycle catches things social misses,
and vice versa. Together they're stronger than either alone.