Pick a thread.
Three databases, one investigation: the streamers caught faking it, the casinos that pay them, and the brand and chat-bot networks that keep the cycle going. Every entry is sourced from the same engagement model that powers the vetted directory for brands.
Streamers
Channels audited against the engagement model — botted, legit, under review, reformed. Five phases, hundreds of files.
162 channels audited
/exposed/streamers →
Casinos
Online casinos sponsoring streamers we’ve flagged. The money flow behind the fake numbers.
14 casinos · 53 flagged streamers
/casino-files →
Investigations
Active investigation files: brand collusion, chat-bot networks, and the players that fund streaming fraud.
2 active files · 326 chat bot accounts
/investigations →
Methodology
One model. Two outputs.
Every monitored channel is sampled live across viewer count, unique chatters, active chatters, message rate, and the lexical fingerprint of the chat itself. Streams that fail the model populate this database. The ones that pass become candidates for the vetted streamer directory.