We don’t guess—we eyeball. First, we match content signals and bios (yes, that includes mm2 youtubers pfp) to confirm the creator is who they claim to be. Then we scan the last 30 days for real engagement patterns, fraud flags, audience gender/geo/language slices and ER% vs views. All that lands in one compact profile so you can decide fast.