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Ad variant generator with a real testing hypothesis
Generate number ad variants for platform promoting product_offer to target_audience, but structure this as an actual test, not just a pile of random copy.
Core message/offer to test: core_message
Budget/format constraints: format_constraints
Do this:
1. Before writing variants, define 3-4 distinct hypotheses about what might drive clicks/conversions here (e.g. 'leading with price beats leading with outcome,' 'urgency beats social proof for this audience,' 'a question headline beats a statement headline'). Name each hypothesis explicitly.
2. Write 2 variants per hypothesis, differing ONLY on the variable being tested (so results are actually attributable), keeping everything else as similar as possible.
3. For each variant, state which hypothesis it tests and what result would confirm or kill that hypothesis.
4. Flag if any variant makes a claim that would need substantiation/compliance review (health claims, guarantees, superlatives) before running.
5. Recommend a minimum sample size or budget split logic for a fair test, in plain terms (not exact statistics, just sound testing logic).