AI leadership shifts toward operating-model readiness and learning

Accounts describe AI readiness as organizational work: Liberty Mutual unified technology operations, clarified decision rights, built reusable capabilities, and invested in employee fluency and trust. Recent commentary stresses workflow redesign, accountability, skills, and governance; a board-governance paper adds possible oversight outcomes but offers too little evidence in the supplied excerpt to assess its practical value. Consistent value measurement and demonstrated organizational outcomes remain limited.