# The core argument Ric Edelman says the crucial question for wealth firms and independent advisors is not whether AI saves time, but whether it increases revenue or margins. He points to research showing limited evidence that AI adoption has produced cost reductions or higher revenue for most companies, and notes that many advisors are using AI mainly for administrative convenience — meeting notes, email drafts and summaries — rather than activities that expand assets under management (AUM).
# Where AI is being used According to Edelman, industry studies and surveys show adoption rising, yet full strategic integration of AI remains rare. Most use cases currently center on efficiency: note-taking after client reviews, drafting routine correspondence and summarizing meetings. Those tasks do free up time, but freeing time does not automatically change firm economics.
# The practical problem If AI saves you 45 minutes after a client review and you spend that time on deeper prep for the next meeting or on leisure, the firm won't see a revenue impact. Edelman gives several anecdotal examples: one advisor who uses the saved time for prep rather than new business, and another who simply leaves work earlier to play golf while performance and client satisfaction remain stable for now. Firms will eventually notice if those time savings don't produce more clients, referrals or AUM.
# What firms are beginning to do Smart firms are starting to use AI themselves to measure advisor activity: count new and existing client meetings, meeting lengths, follow-ups, conversion rates and referral generation. Those comparisons can be made across advisors in the firm and against industry benchmarks to determine whether AI is changing productive behavior or merely administrative speed.
# What advisors should do next Track your own numbers. Move beyond qualitative notions of efficiency and measure concrete metrics: number of new client meetings per week, conversion rates after meetings, AUM gained per follow-up, and referral counts. Use AI to help track time spent with clients and prospects and to identify where additional capacity could be placed.
If AI frees an hour, decide exactly where that hour will go — an extra prospect call, a new client meeting, or time to serve another household. Make that decision measurable so the firm can see the impact on P&L. If you don't redeploy freed time toward revenue-driving activities, the firm may reduce AI spending and your practice could fall behind.
# Bottom line AI can and does save time. That benefit becomes meaningful to a firm only when advisors convert the time into actions that bring in AUM, clients or higher margins. Track activity, apply AI to routine tasks, and keep advisory judgment in human hands, then use the extra capacity to grow your book or risk losing the technology and the competitive edge it can provide.