Case studies · every number ships with receipts

Proof, not promises.

Every claim we make is a blind prediction, locked before the outcome existed, checked against what real fans actually said.

01
Benchmark report

We asked 5 famous AIs what fans think. Then we asked the fans.

Every major model, blind, against the same fans — and what actually happened when we checked.

02
Live sponsorship test

Four AIs said this ad would kill it. The fans killed the ad.

A real integration, predicted before a single comment existed — then measured against 3,681 judged reactions.

03
Forecast engine

We predict comment sections before they exist.

The eventcast engine, blind-tested against a live upload and a divisive flop it caught early.