Approach: I built and proposed a viable A/B experiment plan to assess incremental efficiency between standard and AI-powered shopping solutions. Careful review and QA of the test ensured absolute parity between the standard and advanced ad campaigns, including budgets, tROAS targets, SKU sets, and promotional schedules. Partnering with a leading media agency, I worked with the company to implement the proposal, resulting in a test on SKUs in the “Best Sellers” category to achieve statistically significant learnings.