A four-stage growth loop
Define input, output, owner, and quality gate for every stage. AI can speed drafts and analysis, while brand judgment, fact checks, and publication remain human responsibilities.
- Insight: questions and evidence
- Production: brand and quality
- Distribution: channel fit
- Review: experiment attribution
Decision
A useful verdict names who it fits, when not to use it, and the cost and data boundaries to verify before adoption.