Bridging the Data Gap: How AI Analytics Are Helping RIAs Turn Information Into Action

Naaz ScheikAdvisor Perspectives welcomes guest contributions. The views presented here do not necessarily represent those of Advisor Perspectives.

In my experience working with advisory firms on digital transformation, I’ve seen one challenge appear over and over again: Too much data and not enough connection between systems.

Advisors spend hours gathering information via different systems that should already be talking to each other. But by the time they make sense of it, the market has moved on. I’ve seen even well-established firms face this problem because their systems rarely communicate smoothly.

A few months ago, I spoke with a registered investment advisor who looked completely worn out. His team managed hundreds of accounts using Schwab, Tamarac, and Redtail. Every week, they spent hours reconciling spreadsheets that refused to align.

“We have all the data we need,” he told me, “but none of it talks to each other.”

That single line captures one of the biggest problems RIAs face today: Data fragmentation. Advisors sit on valuable information scattered across platforms.

According to a 2025 white paper by the World Economic Forum, only a fraction of firms have moved beyond pilot-phase AI deployments in financial services. The result: They spend more time managing numbers than managing relationships.