
Dynamic ad budget liquidation: kill losers automatically
Marketing budgets are trading positions. The automated CPA-threshold rules that kill losing campaigns in 60 minutes, not 60 hours — and the 30% data caveat.

Marketing budgets are trading positions. The automated CPA-threshold rules that kill losing campaigns in 60 minutes, not 60 hours — and the 30% data caveat.

Most of the 'one weird trick' TikTok ad hook tactics now flag as AI and tank reach. Here's what actually carries through 2026 — honest about what stopped working.

An operator-level breakdown of an AI ad creative pipeline shipping ~50 paid variants per week. The brief → image/video → upload → feedback loop, with real numbers.

Meta ads 2026, TikTok ads vs Facebook, Google search, Microsoft Ads — a platform-by-platform decision framework from an operator running budget across all four.

Three months shipping kling 3 ad creatives for a DTC brand. What worked, what was expensive, what made Meta's algorithm happy — and what it didn't.

Twelve months of Meta ads for a kids-accessories Shopify brand. The meta ads kids products playbook — creative, structure, ROAS, and what doesn't work.