A/B test design and experiment planning for paid ads in Spain. Structured hypothesis framework, sample-size calculator, duration estimator, and platform-specific setup (Meta Experiments, Google Experiments, LinkedIn A/B). Activate when user says "A/B test", "split test", "experiment design", "test hypothesis", "statistical significance", "sample size", or "test duration".