AI can build an audience segment in seconds, but is it true? A practical guide to validating synthetic audiences against real demographic data, the metrics that prove parity, and the biases to watch for.

Documented case studies of AI synthetic-audience pre-testing lifting CTR, CVR and ROAS, with named validation studies and the workflow behind the numbers.

A concrete five-step workflow to pre-test ad creatives for Meta Ads with AI synthetic audiences: generate variants, build the panel, score, ship the winner, and validate live, all before you spend.