Run one variable at a time: creative, audience, or placement — never all three in a single week.
Give tests enough budget to exit the learning phase. Micro-spend often produces false negatives.
Document winners in a shared library: hook, visual style, offer framing, and landing page pairing.
Scale horizontally (new audiences with proven creative) before vertical scaling (same audience, higher budget).
