AI programs stall when ownership is unclear. Operating cadences create shared accountability across product, engineering, and operations.

Use weekly reviews for quality metrics, incident patterns, and roadmap risks. Monthly steering sessions should prioritize capability investments.

Codify actions and owners after each cadence. The ritual matters less than the operational follow-through.