AI made creative production cheap. Your testing budget should fund bets worth making — not guesses.
Not a promise — a framework for thinking about what's at stake when you test blind versus test with evidence.
Copying what's winning puts you second at best, usually outside the top twenty. The angles worth the most are the ones your competitors haven't found yet — because they're in your reviews, not theirs.
Reviews, Reddit, communities, competitors, category signals — structured extraction across multiple intelligence layers. Not a scrape. An investigation.
Seven dimensions, calibrated against an expert corpus. Each angle graded on emotional resonance, proof architecture, cultural currency, platform fit, and business usefulness.
What's working in your category at scale, paired with angles that are uniquely yours. The brief, the hook structure, the format — ready for production.
Five scored angles. The one worth funding first. Test plan, baseline, pass/fail rules, and production cost tiers. Content first — ads when it wins.
Begin with one Angle Calibration. Five scored angles from your buyer universe, the one worth funding first, and the guarantee that if it underperforms — we revise free.