A business account holder’s story rarely starts with a product need. It starts with a pattern: cash flow tightening ahead of payroll, payment timing changing month over month, vendor activity increasing, or account behavior suggesting the business may be ready for treasury services, lending, or other commercial support.

A consumer’s story can be just as dynamic. A recent graduate may be entering the workforce and building savings for the first time. A shift in income may point to a career change, a move, or a need for auto or mortgage financing. A potential cash-flow constraint may signal that budgeting tools, short-term liquidity support, or simple guidance could make a meaningful difference.

In isolation, these moments can look like routine account activity. Together, these signals may suggest what could be changing in an account holder’s financial life.

The same is true when helping account holders save more consistently, make smarter borrowing decisions, manage uneven cash flow, or navigate a new stage of life. The opportunity is not simply to market more precisely. It is also to recognize when account holders may need guidance, support, or proactive outreach that helps them make financial progress.

For community banks and credit unions, the next advantage will come from recognizing needs earlier and making support accessible wherever account holders choose to engage, from the branch or call center to digital channels.

Understanding Needs Before They Become Requests

Consumer expectations have changed, especially among younger account holders. Today’s consumers are used to real-time, highly curated experiences, and they increasingly expect the same level of relevance from their financial institution.

Recent Datos Insights research shows that U.S. banked consumers maintain an average of 3.8 financial relationships, and that a significant share hold multiple checking accounts — a warning sign for providers that assume their primary relationship is secure. Many consumers no longer keep all of their financial activity with a single institution. That makes relevance and responsiveness more important than ever.

The same research shows that 61% of consumers access financial accounts weekly by smartphone, with Gen Z especially active on mobile, even as branches and human support continue to matter across key moments.

The takeaway is clear: loyalty increasingly depends on relevance. In practice, financial institutions can stay relevant by:

• Surfacing signals that an account holder’s situation may have changed
• Determining how the institution may be able to help
• Making timely guidance and support accessible across the channels account holders already use

Generic communications can feel tone-deaf, especially when they arrive at the wrong moment. Relevant engagement should give account holders confidence that their financial institution understands their situation and can help them make progress.

Using Data to Lead the Way

Financial institutions have plenty of data. The challenge is that relationship signals often live across disconnected systems, channels, and workflows that were never designed to work together.

That’s why a connected view of the relationship matters so much, especially now that many banks and credit unions want to use AI and automation to work faster and personalize service and communication. But few have mastered this in practice. A Cornerstone Advisors report found that only 18% of financial institutions consider their data quality very effective, and just 7% say their use of data to enhance the customer experience is very effective.

This urgency is bigger than technology adoption alone. It reflects the need for more connected systems, stronger security, and more efficient ways to serve account holders.

If data remains siloed, inconsistent, or outdated, understanding account holder needs at scale becomes difficult. You need a more connected view of the relationship before you can deliver relevant guidance in the moments that matter.

Ensuring Trust is Earned

The same data that enables relevance can also erode trust if used poorly. If anticipation feels intrusive or self-serving, it will backfire. Relevance without trust feels intrusive. Trust without relevance feels disconnected. Financial institutions increasingly need both.

Security also shapes trust, especially as fraud continues to rise. Scams like business email compromise, card and check fraud, phishing, and other types of fraud are top-of-mind for account holders and financial institutions alike. Therefore, any outreach or guidance must be secure first.

Trust is also earned when engagement reflects a genuine understanding of an account holder’s situation and offers a clear, useful next step rather than a generic pitch.

Signals, Meaning, and Action

Community financial institutions often have relationship signals spread across multiple systems, channels, and touchpoints. With the right tools, they can bring this information together to reveal patterns, emerging needs, and opportunities to help.

The goal is not to track every data point. The goal is to identify signals that suggest what may be changing in an account holder’s financial life, then give your teams the context they need to respond with helpful guidance. These signals are intended to support more informed service and engagement conversations, not to replace human judgment or automate lending or credit decisions.

For consumers, signals can point to changes such as:

• A job or income change, shown by bigger, smaller, irregular, or missing direct deposits
• A move or new home, shown by an address change or new rent, mortgage, or utility payments
• A growing household, shown by joint account activity, two incomes flowing into one account, or new childcare spending
• Tighter cash flow, shown by more low-balance days, more transfers from savings, or a shift toward essential spending

For businesses, signals can point to changes such as:

• A new business launch, shown by first business deposits or new entity onboarding
• Hiring or staffing changes, shown by growing payroll or new benefit payments
• Expansion, shown by new vendor activity, location-related costs, or higher inventory spend
• Cash-flow strain, shown by softer deposits, failed payments, or more transfers to cover gaps

When financial institutions can recognize these patterns sooner, they can respond with more relevant outreach, guidance, and support. That may mean a banker has better context before a branch conversation, a call center representative can see why an account holder may need support, or a digital experience can present guidance that feels timely rather than random.

Helping Businesses Navigate Change

Small businesses are the backbone of the U.S. economy, making up 99.9% of all businesses and employing 45.9% of private-sector workers, according to the SBA Office of Advocacy. And many of them operate with very little cushion. Additionally, the Federal Reserve reports that 60% of employer firms applied for financing in the past 12 months, most often to meet operating expenses.

Anticipating the needs of business account holders is an essential way to help them protect their businesses and reduce stress in challenging times. It also gives community financial institutions an opportunity to act as true partners, not just providers, by recognizing when a business may be growing, slowing, hiring, investing, or facing a liquidity challenge.

For commercial relationships, a more complete understanding of business activity can support more timely and relevant conversations about treasury services, payments, liquidity management, and other operational or financial needs that help businesses operate with greater confidence.

Using AI to Support Human Judgment

AI can help financial institutions recognize patterns and surface context faster than people can on their own, making it a powerful tool for supporting stronger banking relationships.

Consumers increasingly expect financial experiences that are real-time, relevant, and highly curated. In fact, recent MX research found that 66% of consumers now expect greater levels of personalization than ever before, underscoring why financial institutions need to move beyond generic outreach and deepen engagement around each account holder’s needs. But personalization should not be reduced to pitching products. It should be about using insight to support better conversations, better guidance, and better outcomes.

People still want human guidance for high-stakes decisions. It is important not to lose sight of that in this era of digitization.

The strongest approach combines AI-driven insight with human empathy, judgment, and trust. AI can uncover meaningful changes and make insight available across channels, while bankers and service teams use that context to guide account holders more effectively.

Meeting Account Holders in the Channel They Choose

Mobile is where many relationships form today. MX research shows that 54% of consumers agree they cannot live without their favorite mobile banking app, 52% check their most-used banking or finance app every day, and 67% would not choose a financial provider with a bad mobile experience.

Digital experience also shapes loyalty: 53% of financial customers said they would switch providers for a better digital experience.

But digital is only part of the relationship. Account holders still move between branches, call centers, online banking, and mobile apps depending on the moment and the need.

Determining the best channel depends on the moment. Some people want a quick in-app nudge. Others need a call. Others want a secure message they can read later. Account holder preferences, previous channel usage, and the urgency of the issue should all be considered. The point is not to rely on one channel or to push offers through every channel. The point is to understand your account holder consistently, regardless of how they choose to engage at any given moment.

Knowing Your Account Holders Drives Loyalty

Understanding account holders has always been a strength of community banks and credit unions. Today, however, those relationships happen both in the branch and through an expanding set of digital and service channels. Financial institutions need ways to understand account holders regardless of how they choose to engage, not just in the context of transactions, but as people and businesses moving through real financial moments.

Data and AI help make that possible. When financial institutions can bring together signals from across once-disparate sources, they can start to see not just what an account holder is doing, but what it may mean. A shift in deposits, spending, payments, or account activity can point to a life change, a new business need, or an opportunity to offer timely support.

Deepening relationships benefits your institution, improving retention, increasing lifetime value across retail and commercial relationships, supporting faster product adoption, and helping grow wallet share. It can also make campaigns more relevant because they are grounded in actual account holder needs rather than broad assumptions.

That’s why connected intelligence matters: it helps institutions identify needs earlier and respond in ways that feel relevant and helpful. This is how financial institutions move beyond transactions and strengthen relationships through relevance, context, and timely support.

Learn how CSI Customer Intelligence Suite helps community financial institutions better understand account holder needs and deliver more timely, relevant engagement across channels.

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