Miatz playground

Spot the Hallucination

One of these AI answers is confidently making it up. Find it.

BYOK AICross-Cuttinggen · dev
The Demystify signature

trains the reflex the market never teaches — spotting fluent confidence as a signal independent of correctness — by making the fabrication indistinguishable from the truth until the reveal, so the miss is felt, not just described

How it works

What goes in, what comes out

What it does

A fast-paced round shows 5-8 short AI-generated answers or citations in a row, most accurate and grounded, one or two subtly fabricated — a plausible but nonexistent citation, a confidently wrong number. Learner taps the fabricated ones against the clock, and each round ends with an explainer on exactly what was faked and the one check that would have caught it.

You bring

tap every answer believed to be fabricated within the round

You get

a precision/recall score, per-item reveal of what was fabricated and the check that would have caught it, a percentile vs other players

You control

round length (5/8/12 items), timed vs untimed, difficulty (obvious-fake vs subtle-fake)

Where it's used

FREE, top-of-funnel — /playgrounds gallery, shareable quiz format for social; feeds the groundedness/verification curriculum

confident-wrong outputsfabricated citationsgroundednessverification habit

Concepts click when you open the machinery.

Three labs are already live and free — the same hands-on style this playground brings to its module.