Deploy AI-driven ad optimization only after conversion-quality tracking is stable (value-based goals, qualified conversion events, clear payback windows).
References: E4E75E78E82
Use platform automation only after LONGSHOT holdout tests show incremental lift on qualified outcomes (funded activation, first trade, retained participation) without harming liquidity quality.
References: E2E3E4E78E81E82
For programmatic discovery, treat SEO, PSEO, and LLM SEO as separate systems with strict publish gates (source citation, uniqueness, non-thin value).
References: E6E83E84E91
Keep human-in-the-loop review for compliance-sensitive messaging, creative claims, and major strategy shifts.
References: E11E93E95