Why same-size firms are landing in opposite places on AI
Compliance, data, and workflow shape these decisions long before the technology enters the conversation.
What firms are actually afraid of
The conversation pulls in compliance, supervision, and advisor behavior long before the model itself.
Where AI is moving from back office to front office
Investment that started in compliance and operations is moving closer to the advisor seat.
The operating model that makes AI work
The pattern isn't in the tooling, it's in what gets built around it.
What AI surfaces that CRM misses
Most relationship signals live outside the fields advisors fill in.
What firms can do this quarter
There's more room to move than most firms realize, with less risk than they think.