#Management

AI-agent video at scale: costs, quality gates, review design, and mid-term ROI — a no-code guide for execs and marketing leads.

What does it mean to automatically retrieve earnings data every morning at 5am? Using medallion as a case, this article examines labor cost comparisons, data quality, investment rationale, and paths to financial analysis for executives.

From AI usage to AI delegation: a three-axis executive framework on judgment separation, responsibility, and workflow redesign.

What does it mean to build an organization where AI agents share responsibility? Drawing on Yakumo's Synapse operations, this article maps three phases from passive AI adoption to full business redesign, along with the executive decision criteria at each stage.

Building 6 products without engineers: skill delegation, CLAUDE.md design, and staged authority handoff for executives and PMs.

Management decision-making for promoting a contract-built codebase to a proprietary product. Using bateson Booking Engine as a case, this article covers Phase A→D staged investment, sales funnel design, and the mid-term strategy of running contract work alongside product development.

In the AI-scale era, owned media differentiation comes from engine investment decisions. Using mcluhan as a case, this article organizes mechanical detection investment allocation, E-E-A-T strategy through transparency disclosure, and retro-accumulated organizational learning for marketing executives and business owners.