Data Alone Isn’t Enough: The Next Stage of AI Readiness

Earlier in this series, we discussed why “having good data” is one of the most important first steps in any artificial intelligence strategy. Clean, accurate, and organized information creates the foundation AI systems rely on to generate meaningful insights and support better decision-making.

However, data quality is only one piece of the equation. For Family Offices and wealth management organizations, AI success also depends on the infrastructure, governance, integrations, and operational processes surrounding that data. Even strong datasets can create challenges when information is fragmented across systems, managed inconsistently, or difficult to access in real time.

The next stage of AI readiness is about creating an environment where data can move efficiently, securely, and intelligently across the organization. In this article, we’ll explore what that looks like in practice and why operational readiness is becoming just as important as data quality itself.

Phase 1: Data Governance and Stewardship

Effective data management requires clear governance structures that define roles, responsibilities, and decision-making authority. Who owns the data? Who is responsible for data quality and integrity? Who approves sensitive data access requests? Who sets data retention policies? Clear answers to these questions are essential.

In family offices, governance is further complicated by the involvement of multiple stakeholders: family members, investment staff, external advisors, and service providers, each of whom may have different views on data priorities, privacy requirements, and acceptable uses. Establishing and maintaining consensus requires active governance mechanisms.

For AI specifically, governance policies must address additional questions: What data can be used for model training? How should models be validated before deployment? What level of human oversight is required for AI-generated recommendations? How are model decisions documented and explained? Who can deploy new AI capabilities?

Governance must also extend to third-party service providers. How are they using your data? What safeguards are they maintaining, particularly for the most sensitive information?

Phase 2: Foundation Building

Before deploying sophisticated AI capabilities, family offices must establish solid data foundations. This phase focuses on four priorities:

• Comprehensive data inventory. Catalog all data sources, document their contents and update frequencies, identify gaps and quality issues, and map data flows between systems. This baseline understanding clarifies what data resources exist and where improvement is needed.
• Data consolidation. Deploy a data lake or similar solution to create a unified view of family office assets and eliminate siloed information.
• Data quality processes. Implement validation rules, exception reporting, and correction workflows. Define data ownership and accountability. Establish metrics for measuring quality and track improvements over time.
• Data catalogs. As data ecosystems grow in complexity, the ability to find and understand available data becomes critical. Data catalogs inventory available datasets, document their contents and lineage, and facilitate discovery. For AI implementations, they help data scientists identify relevant datasets, support model debugging, and facilitate impact analysis when data sources change. Maintaining comprehensive data catalogs, however, requires dedicated effort and appropriate tooling.
  
  

Phase 3: Targeted AI Pilots

With foundational data infrastructure in place, family offices can begin experimenting with AI through targeted pilot projects. Pilots serve multiple purposes: demonstrating value, building internal expertise, uncovering unforeseen challenges, and refining implementation approaches.

Successful pilots share common characteristics. They address well-defined problems with measurable outcomes, leverage data that is already relatively clean and accessible, have executive sponsorship and appropriate resources, and include mechanisms for capturing lessons learned.

Example pilot projects might include:

• Portfolio rebalancing optimization using machine learning to minimize tax impact
• Document processing automation for extracting data from fund statements or K-1 tax forms
• Anomaly detection for identifying unusual transactions or market movements
• Natural language processing for analyzing investment research reports or earnings call transcripts
  
  

Phase 4: Scaling and Integration

Successful pilots provide the foundation for broader AI adoption. The scaling phase focuses on expanding AI capabilities across additional use cases, integrating AI insights into decision-making workflows, and building organizational muscle memory for maintaining and improving AI systems.

This phase requires balancing expansion with sustainability. Adding new AI capabilities without corresponding investments in data infrastructure, governance, and talent can produce poor results. Successful scaling requires disciplined program management, continued focus on data quality, and ongoing capability development.

Best Practices and Recommendations

Start with Data, Not Algorithms

The allure of sophisticated AI models can tempt organizations to prematurely focus on algorithm selection and model development. Resist this temptation. No algorithm, however advanced, can compensate for poor-quality or inaccessible data. Invest first in data infrastructure, quality, and governance, including the unglamorous but essential work of data cleaning, standardization, and consolidation.

Embrace Incremental Progress

Transformative AI capabilities are built incrementally, not through sweeping all-at-once implementations. Start with focused projects that deliver tangible value quickly, use early wins to build momentum and secure resources, and iterate based on experience. This approach reduces risk, facilitates learning, and maintains stakeholder engagement.

Build Privacy and Security In

Security and privacy cannot be afterthoughts. Design data architectures with privacy preservation from the outset. Implement encryption, access controls, and audit logging while consistently evaluating outside vendors rigorously on their security practices.

Develop Governance and Internal Capabilities

Establish a clear governance structure and processes early. Invest in internal capabilities through hiring, training, and hands-on experience. Even small family offices can cultivate basic data literacy and AI fluency among existing staff; internal expertise enables more effective vendor management and supports long-term sustainability.

Measure and Monitor

Establish metrics for evaluating AI initiatives. Track data quality indicators, model performance, user adoption rates, and business impact. Regular monitoring surfaces issues early, supports continuous improvement, and demonstrates value to stakeholders. What gets measured gets managed, and that principle extends to third-party providers as well.

Build vs. Buy

Organizations must determine the right approach to their data management challenges. Building internal capabilities offers control and customization but requires significant investment. Purchasing packaged solutions from third-party providers can enable faster, more cost-effective deployment but may sacrifice flexibility. A hybrid approach, combining in-house capabilities with external service providers, potentially guided by consultants or advisors, is another viable path. The right choice depends on organizational size, available resources, and technology sophistication.

How Archway Can Help

The data challenges described in this post are precisely the problems the Archway Platform was designed to solve. For nearly 25 years, Archway has helped family offices and financial institutions aggregate, consolidate, standardize, and manage their key financial data and documents.

The Archway Platform addresses core data readiness challenges in several ways:

• Consolidated data in a single environment. The platform brings together accounting and investment data across custodians, asset classes, and currencies, eliminating the fragmented, multi-silo environments. With a single, reconciled source of financial truth, AI tools have the clean, comprehensive dataset they need to function effectively.
• Structured, auditable financial data. Archway's foundational general ledger automatically books journal entries as transactions are processed, producing well-labeled, consistently formatted data as a natural byproduct of normal operations, exactly what AI systems require.
• Alternative investment data ingestion. Through ingestion tools and partnerships with companies like Canoe Intelligence and Arch, the platform streamlines the extraction and processing of alternative investment data. Capital calls, distribution notices, K-1s, and fund statements are among the most persistent data gaps for family offices seeking AI-ready data, and they are handled more efficiently within the platform.
• Built for complexity and scale. The platform is designed for the unique demands of UHNW family offices, including multi-entity structures, multi-generational ownership, and multi-asset portfolios. As data needs grow, the platform scales with them.

For family offices looking to build the data foundation that makes AI possible, Archway provides both the technology and operational support to get there.

Artificial Intelligence will reshape wealth management, but the firms that benefit most will be those building to enable it. That means investing in the data infrastructure, governance, and processes outlined throughout this series, not just pursuing AI on its own.

The question is not whether AI will transform the industry. It will. The more important question is which organizations will be ready to harness it effectively.

A Look at 4 Key Areas of Strategic Focus Expected in 2023

As the end of the year looms near, so do project deadlines, final data reviews, and annual reporting deliverables. With family offices bogged down by the mechanics of reconciliations and closing the year-end books, strategic planning can unintentionally get pushed to the bottom of the pile.

But whether strategy is top of mind or not, the family office space is in flux—changing now more than ever—which warrants consideration of several key focus areas.

Outsourcing

Continuing a multi-year conversation, outsourcing has been a trending topic in the market for some time now. With more family offices reviewing internal operations and a growing appetite amongst financial institutions to offer a more holistic set of services to its ultra-high-net-worth clients, we at Archway Family Office Services believe outsourcing will continue to be the centerfold in the ongoing assessment of operations and resources.

Employed as a long-term strategy or as a trusted stopgap during unanticipated events, outsourced services can create meaningful capacity within family offices. Although family office outsourcing is often synonymous with professional services like tax and regulatory compliance or cybersecurity, it can also be impactful in core operational areas like data aggregation and reconciliation, partnership administration, and routine reporting.

Process automation

When the Archway Platform℠ was introduced in the early 2000s, it offered family offices the opportunity to automate the manual ticking and tying of prior decades. It offered automated data aggregation and the creation of financial statements and client reports. It offered automated partnership allocations, investment performance calculations, bill payment, and more. And all of this automation offered family offices something they’d long been after: Time.

Now 20 years later, countless technology solutions have been introduced to automate family office functions from A to Z, each offering a new layer of efficiency—and potentially adding hours back into the work week for family office professionals.

Enhanced analytics

Ultra-high-net-worth investors and next gen wealth owners are clamoring for data. They want more transparency, deeper insights, and a higher probability of success. For family office professionals, this translates into looking beyond traditional performance measurements and delivering enhanced analysis across a variety of metrics and results like attribution, benchmarking, value-at-risk, stress testing, exposure mapping, and what-if scenarios.

Entity and tax restructuring

While most family offices don’t endeavor to restructure every single year, certain events can lead to this conversation taking a front row seat during annual strategic planning. Impending tax laws, new regulations, and political posturing can all lead to an evaluation of a family office’s structure. But so can major changes to the nuclear family like deaths, births, divorces, or marriages.

As family offices and their tax attorneys consider tax advantages and implications, entity restructuring can help families weather the changes—political, social, environmental, or personal.

At Archway Family Office Services, we can’t overstate the importance of having the right family office software in place to manage the restructure, automate asset transfers, define new ownership, and validate the changes through reporting. With the help of the right tools, family offices can make the restructuring process feel nearly seamless—or at least as seamless as restructuring goes.

While it’s likely that your to-do list is long and the countdown to the New Year is short, we encourage family offices and advisors to high-net-worth clients to spend some time reviewing the outcomes of the past year and strategizing for the next.

The Importance of a Family Office Software User Community

At Archway Family Office Services, we have always prided ourselves on our ability to understand the nuances of our ultra-high-net-worth clients. Our teams have extensive experience working through complex issues and one-off scenarios that are unique to family offices and private wealth management organizations. We are, by all accounts, well suited for the job.

We’ve helped hundreds of family offices leverage the Archway Platform to support critical facets of their operations like central disbursement entities, multi-layered ownership structures, complex equity transfers, and family member-specific reporting requirements.

But even our most tenured team members will tell you: There is no substitute for the opportunity to problem solve amongst your peers.

As mentioned in our blog discussing the what, where, who, and why of Archway’s exclusive Archway Platform User Conference, IMMERSION, the leading request from our clients is access to other members of our family office user community.

So what exactly can family offices who share a common wealthtech solution—say, the Archway Platform—learn from one another?

1. How family offices are using the Archway Platform to solve complex issues.

The evolution of family offices and the development of family office software are undeniably intertwined. As the needs of family offices have shifted over the years, so has the Archway Platform’s suite of tools.

With each product upgrade, we’ve introduced new functionality, built efficiencies and automation into the application, and enhanced the capabilities of our existing tools. As a result, our users have found that there’s often more than one way to do the same thing in the system.

And while we offer release notes, product documentation, and system training, sometimes the easiest way to learn something is to hear from someone else that’s already using it.

Common in-app operations that our clients discuss with one another include:

• How to transfer ownership based on different scenarios, and which Archway Platform tool is most suitable for the desired outcome
• Best practices when using the Archway Platform’s reconciliation tools
• Usage of alternative asset-specific tools to track activity and report on investments
• Accounts payable processes best practices
• Creating ad hoc reports and recurring family member report packages
• Archway Client Portal use cases and adoption strategies for family members and outside stakeholders

2. What Archway Platform tools they could be utilizing, but aren’t today.

When a client begins discussing how they’re using the Archway Platform to solve complex issues, this often leads to another user saying, “We hadn’t thought of doing it that way!”

The fact of the matter is, it’s our human nature to create routines and processes. If a process works, we don’t necessarily go out looking for another way to do it. But, when a step in the process changes, it presents an inflection point: Is there a better way to do this?

And when it’s time for our clients to find that answer, Archway Family Office Services offers multiple channels:

• Reach out to the Archway Family Office Services Client Relations team for product support
• Engage with the Archway Platform Training team for consulting on a new process
• Pose that exact question to other Archway Platform users through a variety of forums and idea exchanges in our secure, online client support portal

Although it’s widely accepted that each family office has its own unique way of operating, we frequently find that there are common threads that tie them together. While our clients’ experiences may not be identical, users may have experienced similar scenarios that can nonetheless lead to the adoption of new tools and the implementation of new processes.

3. Which reports they can use to answer challenging financial questions.

Reporting is the pinnacle of family office wealthtech. It is, after all, how family offices and the family members they advise render and make sense of the data that’s been collected, entered, and validated in the technology. So it’s no surprise that reporting is one of the most comprehensive functions that exists in the Archway Platform.

With a suite of tools consisting of an extensive report library, raw data queries, dashboards, and a client reporting portal, users of the Archway Platform have a variety of options when it comes to reporting on their financial data.

That said, in a perfect world, family office professionals would have plenty of free time to explore the report library, try out new queries, and customize reporting dashboards. But day-to-day responsibilities often prevent that.

So what’s a quick and easy way to discover new reporting ideas? Clever report configurations? Unique data classifications and groupings?

Enter: The Archway Platform user community.

By inquiring with other users to learn what reports they’re using, which metrics they’re leveraging, and how they’re applying parameters and data groupings, family offices can quickly identify the right combination of reports, data points, and formats to get the output they desire—straight from the individuals that have walked the same path.

4. How family offices are handling situations that have nothing to do with the software.

Perhaps the most important thing family offices can learn from one another has nothing to do with technology or operations at all.

As anyone who works in the family office arena knows, it can be excruciatingly difficult for family offices to connect with other family offices. And while there are a variety of family office membership organizations and events that can help, family offices are, generally speaking, incredibly private and confidential, making networking and communicating with one another challenging.

Understanding that gap and recognizing the commonality of our client base, we created a trusted community in which all of the members share a unifying theme: Usage of the Archway Platform.

Sustained through national and regional user conferences, virtual peer dialogues, online user forums, and brokered introductions, our family office software user community presents our clients with the unique opportunity to connect and build relationships with other family office professionals.

Through their expanded network, our clients have gone on to create a variety of breakout peer groups that frequently get together to discuss the issues they face as family offices—whether it pertains to the Archway Platform or not.

These peer groups, though born out of their common usage of the Archway Platform, have grown across a much wider spectrum, where family office professionals can discuss trust law, tax planning, family office restructuring, burgeoning investment strategies, talent acquisition, process documentation and new hire training, and so much more. The community has flourished.

To learn more about joining the Archway Platform user community, schedule a call with a member of our team to discover how other family offices and private wealth management firms are using Archway’s purpose-built wealth management solutions.