Giving good advice inherently requires judgement. Advisors are in the business of helping clients make decisions by applying experience, context, and understanding to each individual situation. As client needs evolve and financial lives grow more complicated, the quality of those judgement calls matters more than ever.
This is where decision intelligence comes into play. Decision intelligence is the result of combining AI with behavioral context to help advisors recognize the moments that truly matter. Why does this matter now? As the advisory business is becoming more complex as client expectations rise, RIAs are being asked to deliver personalized advice, respond faster, and cover more ground across investments, taxes, and planning—often without adding staff or time.
In this environment, AI is not about replacing the advisor. It is about clearing the noise so advisors can apply judgement where it matters most. By identifying meaningful opportunities, risks, or inefficiencies in a client’s financial picture, AI allows advisors to move from reactive service to proactive guidance.
“The constraint in wealth management has shifted from data scarcity to judgement scarcity. AI won't replace advisors — but advisors with AI will replace advisors without it.”
Most advisors already have more data than they can realistically review, resulting in overload, inconsistency, and missed opportunities. By combining AI with behavioral context and business strategy, Decision Intelligence (DI) transforms raw data into actionable guidance — industrializing good judgement across thousands of advisors and millions of client decisions, while keeping humans firmly in control.
With decision intelligence, AI becomes a practical tool for prioritizing outreach and improving client outcomes. As part of our research into top RIA trends, we’ve identified the AI-driven insights advisors are using most frequently today, and how those insights translate into real opportunities in 2026.
Below are the AI-driven insights we see RIAs relying on most as they prepare for 2026.
How AI can help boost performance
Decision intelligence narrows thousands or millions of data points into a focused set of opportunities that help advisors make better judgement calls with their clients.
Address underperforming products
When a client holds investments that have consistently underperformed their peers, it creates a natural opportunity for review. Decision intelligence flags these situations and surfaces them for the advisor to evaluate, helping advisors focus on areas that may no longer justify their place in the portfolio.
For RIAs, this insight supports thoughtful, judgement-led conversations around portfolio modernization, manager selection, and long-term expectations.
Deploy excess cash strategically
Many clients continue to hold elevated cash balances, often out of caution or uncertainty. DI flags when cash levels exceed defined thresholds around liquidity or short-term needs.
This insight creates a clear entry point for action, supporting discussions around aligning cash with goals, time horizons, and risk tolerance. RIAs apply their judgement to determine whether excess cash reflects intentional positioning or an opportunity to move from idle cash to intentional strategies will add clear value.
Scale tax loss harvesting opportunities
Tax-loss harvesting has long been a valuable strategy, but consistently identifying the right opportunities can be challenging. AI can surface positions with meaningful unrealized losses that represent a material portion of a taxable account, while decision intelligence helps RIAs prioritize where action may be most impactful across taxable accounts.
For RIAs, this insight enables more systematic tax planning and coordination with broader strategies.
Decision Intelligence can help catch critical inefficiencies
Identify high-fee products in non-taxable accounts
High fees are especially impactful in non-taxable accounts, where changes can often be made without triggering tax consequences. AI identifies clients holding significant balances in high-cost products within these accounts.
Decision intelligence translates this signal into prioritized action, creating a low-friction opportunity to improve efficiency through lower-cost alternatives or model portfolios. In an environment where fee transparency is increasingly important, these conversations reinforce fiduciary care through timely, data-backed recommendations.
High-interest personal real estate loans
As interest rates fluctuate, many clients continue to carry real estate loans with elevated rates. AI flags personal real estate loans with higher-than-expected interest rates and meaningful outstanding balances.
With DI guiding prioritization, advisors can evaluate refinancing options, debt restructuring, or asset-liability alignment. The result is often immediate improvement in cash flow and long-term savings for the client.
Respond to significant client outflows
Large withdrawals can be easy to miss across multiple accounts, especially in larger books of business. AI surfaces significant or unusual outflows that may otherwise go unnoticed.
Decision intelligence prioritizes which events warrant advisor action, allowing advisors to quickly assess what is driving the change. Sometimes the cause is benign, such as a planned purchase or lifestyle expense. Other times, it may indicate a planning gap or growing dissatisfaction. In either case, early awareness allows advisors to engage proactively and reinforce trust.
Support retirement readiness with automated monitoring
Retirement transitions occurring this year
Retirement is one of the most significant financial transitions a client will face. AI flags clients who have indicated an expected retirement date in the current year.
Decision intelligence helps advisors focus attention where timing matters most, prioritizing timely planning discussions around income sequencing, tax strategies, Social Security decisions, and withdrawal planning. Advisors who engage early help clients move into retirement with confidence rather than uncertainty.
Consolidate multiple 401k accounts
Clients frequently accumulate multiple 401k accounts over the course of their careers. AI identifies clients holding multiple eligible 401k accounts that represent a meaningful portion of their assets.
With DI translating this insight into action, advisors can support consolidation, simplified oversight, and more holistic portfolio construction.
Identify missed IRA contribution opportunities
When a client contributed to an IRA last year but has not done so this year, it often signals an oversight rather than a change in intent. AI detects this behavioral gap while the contribution window remains open.
Decision intelligence enables timely advisor outreach, reinforcing disciplined, tax-advantaged saving habits—an especially valuable service for newer or less engaged clients.
Medicare annual enrollment period readiness
For clients approaching Medicare eligibility, the annual enrollment period can be confusing and stressful. AI flags clients nearing this window, particularly those with meaningful assets tied to their financial plan.
DI supports proactive, well-timed engagement, enabling advisors to initiate conversations about healthcare costs, income planning, and coordination with specialists. Helping clients navigate this moment builds trust during a highly personal life transition.
What will differentiate leading RIAs in 2026
The most successful advisory firms will not be those with the most data, but those that consistently turn data into action. AI gives RIAs the ability to detect patterns, changes, and opportunities across client data at scale—but detection alone is not differentiation.
What will set RIAs apart is decision intelligence to make the most of that data and guide action. Leading RIAs are embedding AI directly into their workflows to allow decision intelligence to prioritize outreach, structure meetings, and ensure important opportunities do not fall through the cracks. They measure success not just by portfolio performance, but by engagement, retention, and the consistency of planning conversations.
AI, coupled with decision intelligence, can identify patterns, changes, and opportunities faster than any human. What it cannot do is provide judgement, empathy, and context. That remains the advisor’s role.
How Envestnet help RIAs unlock AI-driven efficiencies
Turning insights into action requires more than advanced analytics—it requires tools that fit naturally into how advisors already work. Envestnet helps RIAs operationalize DI by embedding intelligence directly into the wealth management workflow, so insights are timely, explainable, and actionable.
Insights AI delivers proactive nudges, alerts, and next-best actions based on client behavior, transactions, and changes across the financial picture. Instead of relying on manual reviews or periodic checks, advisors are continuously informed of opportunities that warrant attention—whether related to performance, tax efficiency, cash flow, or life events.
Together, these capabilities help RIAs scale personalized advice without adding operational burden. By reducing time spent searching for information and increasing time spent acting on what matters, Envestnet enables advisors to deliver more consistent, proactive guidance—strengthening client relationships and positioning firms to lead in 2026 and beyond.
Learn how Envestnet’s Data Solutions can power decision intelligence for your firm.
