AI Ad Creative Testing: Build a Practical Learning Loop AI Marketing Fieldnotes https://aimarketinglens.com/en/guides/creative-loop/ HYPOTHESIS: EVIDENCE FOR THE BARRIER: AUDIENCE / CONTEXT: CONTROL / TREATMENT: CONDITIONS HELD STEADY: PRIMARY / GUARDRAIL METRICS: REVIEW WINDOW / CONVERSION DELAY: RESULT / UNKNOWNS: DECISION / REVIEWER: