Marketing teams depend on clean data and trustworthy engagement signals to effectively execute lead scoring, routing, segmentation, and nurturing. Unfortunately, messy form-fill data, suspicious lead records, and potential bot activity often hinder campaign workflows before teams can review or correct these issues.
For example, consider the different ways people might fill out a form. One person might enter “VP Marketing” while another might enter “VP MKTG.” Even though the entries refer to the same job title, scoring and routing models may evaluate them differently. These small inconsistencies can quickly add up, resulting in incorrect lead scoring and routing decisions that cause poor outcomes.
Adobe Marketo Engage offers new agentic capabilities in Smart Campaigns that are designed to solve these data problems. Automated workflows now recognize and resolve data issues before they create downstream problems that degrade campaign performance. AI-powered callable agents are invoked as workflow steps within Smart Campaigns to evaluate or transform lead data. As leads move through a campaign, the callable agents standardize data, identify suspicious activity, and prepare accurate inputs before the next action.
This allows marketing operations to focus more on improving Smart Campaign performance and on enhancing their confidence in the data used across campaigns, rather than wasting endless hours on manual cleanup and custom integration work.