The Question Has Changed

For years, I’ve built reporting infrastructure that helps sales teams answer critical questions about their performance. But during a recent industry conversation, I realized something profound: the question itself is changing.

Sales leaders aren’t asking for more dashboards or reports anymore. They want clear, actionable answers—delivered in plain language—that help them prioritize their work. They’re tired of navigating multiple systems to get a complete picture.

This shift reflects a broader trend in enterprise business intelligence. We’ve spent decades building complex reporting solutions under the assumption that users would proactively seek out information. But today’s workforce expects answers to come to them, seamlessly integrated into their workflows.

The Rise of Conversational AI

The demand for more intuitive interfaces is driving the adoption of task-specific AI agents in enterprise applications. Gartner predicts this will increase from less than 5% today to 40% by 2026—a trend I’m already seeing firsthand with sales teams.

Representatives now want a single conversational entry point that can pull opportunity data, check pricing and forecasts, and even integrate information from HR systems—all to provide personalized recommendations instead of raw exports.

Beyond Reporting: Building Trustworthy Foundations

The value isn’t in having another report; it’s in closing the gap between asking a question and getting an answer people actually trust. This requires more than just a better interface—it demands robust data governance across all systems.

When AI models are fed inaccurate or incomplete data, they produce unreliable results. A conversational layer spanning multiple business applications amplifies this risk because it can automate actions based on potentially flawed information.

As we move toward agent-enriched workflows, the need for clean, governed data becomes even more critical. We’re no longer just reporting numbers; we’re enabling systems to make decisions—and those decisions must be trustworthy.