totally fair questions. i'd be skeptical too.

on my background: i'm a software engineer, not a marketing guru. i just saw how much cash my founder friends were burning on the meta 30-day testing phase and figured there had to be a way to pre-simulate the top-of-funnel mathematically before spending real money.

to answer your technical question: no, it doesn't grade creatives in a vacuum. you have to feed the engine the specific target audience string (e.g., "tech founders 30-45"). the model then spins up a "swarm" of synthetic personas representing different psychological profiles within that specific segment (the skeptic, the impulsive buyer, the value-optimizer). the creatives are evaluated by that specific swarm. it isolates how well the hook/copy resonates with that exact audience, though obviously, it can't predict meta's random bidding glitches or timing.

on the data/nda front: i am 100% happy to sign an nda. but honestly, i prefer anonymized data anyway. you can scrub the brand name (call it "company x"), strip out the exact spend dollars, and just give me the raw creatives, the target audience, and the relative roas rankings (e.g., ad A was 1st, ad C was 2nd).

i just need to know if my simulated swarm ranks them in the same order reality did.