Twitch bot signals / early data

Headcount

Who is actually in the room?

Headcount follows every channel that reaches the Twitch top 200 and puts each stream’s viewers beside its chatters and follows. Twelve detectors turn that into one number, the sus quotient. A high score says the data looks like bots, not who sent them. Collection began in October 2026, so scores are still provisional.

For viewers, streamers and researchers who want to check a Twitch viewer count against the chat and follows behind it.

Headcount engagement map: about a thousand recent streams plotted by median viewers against chatters per 1,000 viewers, with a grey line and band for what is typical at each audience size, coloured from grey to amber by sus quotient
Headcount / engagement map at headcount.subcult.tv

WHAT YOU CAN DO

Viewers, chatters and follows, side by side.

01

Every top-200 channel, every minute

Once a channel reaches the Twitch top 200, Headcount keeps tracking it: viewers and category each minute, chat as it happens, and the follower total.

02

One score per stream

When a stream ends, twelve detectors each rate one kind of evidence, such as chat that stays flat while viewers spike or follows that arrive in bursts. They combine into a sus quotient from 0 to 100. Live streams get a provisional score after an hour.

03

The engagement map

Every recent stream, placed by audience size against how many of its viewers chat, with a band for what is typical at that size. Filter by window, language or category.

04

Search and categories

Look up a channel or a category, and compare a stream with others in the same category.

HOW TO READ IT

A reason to look, not a verdict

  1. Start with the leaderboard

    Channels are ordered by sus quotient, with live viewers, the last three hours of viewers and the current category beside each one.

  2. Open a stream

    A stream page charts viewers, chatters and follows across the stream and shows how each detector rated it.

  3. Weigh the caveats

    Chat can be quiet for ordinary reasons: restricted chat, an audience that watches without typing, embedded or muted players. The weights are set by hand and have not been calibrated against confirmed cases.

A FEW DETAILS

Common questions

Is this a Twitch product?

No. Headcount reads public data through the Twitch API and anonymous chat. Twitch does not make or endorse it.

Does a high score mean a channel bought viewers?

No. It means the stream has patterns that view-bots, follow-bots and chat-bots produce. Someone else can send bots to a channel, and some honest streams look unusual. Treat a high score as a reason to look closer.

Why do scores change?

Collection began in October 2026. A channel’s score averages its last ten streams and is pulled towards zero when there are only a few, so early values are provisional and move often.

MADE IN THE OPEN

Headcount is made by SUBCULT.

Counting every minute takes a server, and SUBCULT pays for it. Support goes to the studio, not to any channel, and does not change a score.

Headcount / BY SUBCULT

Check the count yourself.