ai

AI-generated ad copy often edges out human copy on CTR in 2026 tests thanks to fast, punchy variations, but human copy delivers significantly higher conversion rates (up to 214% in some studies) through stronger emotional depth and brand authenticity. The winning approach: use AI for volume and humans for final refinement.