I need an AI BS-Meter

We talk to a lot of analysts at Lab41. A recurring theme of these conversations is what they frequently refer to as "result provenance." Translation -- "Are these results any good? I don't have a whole lot of time to research them any further, so will these results hold up under scrutiny?" The old adage about lies, damn lies, and statistics has been around for just about forever.