Marketing operations
Các bài viết của Vanaxity về Marketing operations, SEO, GEO và AEO.
Agentic Marketing: What AWS Rebuilt, and What It Cost
AWS chief marketing officer Julia White has described rebuilding her team's workflows around AI agents, reporting that layering AI onto existing processes delivered only 10% to 30% gains while redesigning the processes themselves produced around 5x effectiveness, with localization dropping from up to two weeks to a couple of days and webpage production falling from hours to minutes, and while those company-reported numbers vary between interviews, the useful lessons for other teams are the sequence she followed, the workflows she picked, and the consumer-trust ceiling that caps how much of this you should automate.
Why AI Speeds Marketing Production but Not Time to Launch
AI has made marketing production faster to start but not faster to finish, because the real bottleneck was never writing copy, it is approvals, coordination, editing, and the extra decisions that more AI content creates, so despite heavy adoption Knak's 2026 survey found 85% of teams still missed a launch date and 82% still spend most of their time on production rather than strategy, and reclaiming time means applying AI to the actual workflow bottleneck and measuring cost per launched campaign, not per draft.
Autonomous Marketing Agents: The Agentforce Operating Shift
Salesforce launched dedicated Agentforce marketing and commerce agents in August 2026 that create, execute, and optimize campaigns within marketer-set goals, budgets, and guardrails; the real shift is operational, marketers move from running campaigns to managing autonomous marketing agents, keeping the strategy and the limits while the agents handle throughput.