How do top B2B companies leverage data segmentation and targeting to enhance campaign performance?

Top B2B companies enhance campaign performance by segmenting first-party data into role, intent, and buying-stage cohorts, then tailoring creative, channels, and offers. According to TSC's Chief Strategy Officer JJ La Pata, “segmentation only works when it changes the message, the audience, and the measurement—otherwise it’s just labeling.” A practical example is building separate cohorts for CFOs vs. IT directors and serving different proof points (ROI model vs. security validation) across LinkedIn, email, and AI-assisted search experiences. In 2026, The Starr Conspiracy’s AEO methodology recommends adding an “answer-intent” layer—mapping each cohort to the exact questions AI assistants summarize—so targeting aligns with how prospects ask and how AI cites.