Omneky's Taste Bench evaluates 8 leading image models across 59 advertising briefs in 4 brands and 5 languages through blind judging, scoring whether generated ads are production-ready by assessing logo placement, product accuracy, copy fidelity, and compliance rather than aesthetic appeal alone.