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How a Leading Wealth Management Firm Classified Millions of Documents with AI Agents

How a Leading Wealth Management Firm Classified Millions of Documents with AI Agents

How a Leading Wealth Management Firm Classified Millions of Documents with AI Agents

A wealth management firm used StackAI to equip advisors with real-time client context, automate document classification at scale, and power market research tools—saving hundreds of hours per month and driving multi-million-dollar productivity gains.

A wealth management firm used StackAI to equip advisors with real-time client context, automate document classification at scale, and power market research tools—saving hundreds of hours per month and driving multi-million-dollar productivity gains.

A wealth management firm used StackAI to equip advisors with real-time client context, automate document classification at scale, and power market research tools—saving hundreds of hours per month and driving multi-million-dollar productivity gains.

Client

Private Fund

Challenge

Advisors were slowed down by document handling, scattered product eligibility rules, and time-consuming data retrieval.

Solution

AI agents surface client context instantly, classify and file documents automatically, and provide fast, verified answers to product and market questions.

Overview

A wealth management firm with tens of billions in AUM was founded with a mission to help people plan for the future, whether saving for education or preparing for retirement. Their offerings span financial planning, tax services, and long-term investment management.

An IT leader at the firm reached out to StackAI looking to build an AI-powered tool to equip advisors with real-time context for client interactions and handle the firm’s most repetitive, resource-heavy processes. Key challenges included:

  • Quickly retrieving account lists and other important materials for specific advisors

  • Determining client eligibility for certain products by cross-referencing multiple internal documents

  • Managing and filing thousands of incoming documents, each with specific classification and storage rules

Now, they use StackAI to equip advisors with real-time client context, automate document classification at scale, and power market research tools—saving hundreds of hours per month and driving multi-million-dollar productivity gains:

  • 500+ advisor hours saved monthly by automating client Q&A, eligibility lookups, and product comparisons directly inside Salesforce.

  • 2M+ documents classified annually with near-instant tagging and routing, replacing thousands of hours of manual filing and reducing compliance errors.

  • 300+ research hours saved each month by automating equity screening and summarization, giving analysts faster insights to support client portfolios.

Giving Advisors Instant Client Context

The Problem: Slow Access to Client and Account Data

Advisors were losing valuable time preparing for meetings. Pulling account lists, transaction histories, and eligibility checks required navigating multiple systems and cross-referencing documents, delaying responses and creating frustration for both staff and clients.

The Solution: Advisor Support Agent

The StackAI pilot began with a Salesforce-integrated AI assistant that answered questions from investment managers on company resources. Questions like “How many tax service projects have been completed this month?” and “What’s the total AUM today?” are now converted into SOQL and answered in seconds. This tool has improved personalization across the client experience and allowed investment managers to provide precisely tailored strategies.

Unlocking Faster Investment Research

The Problem: Researching Equities Took Too Long

Advisors and analysts needed quick answers on equities, ETFs, and other instruments to guide client portfolios. Research meant searching across multiple tools and websites, delaying client recommendations.

The Solution: AI-Powered Research Agents

StackAI delivered research agents that pull structured data on tickers, equities, and funds instantly. Advisors can now compare investment options in seconds and respond to clients with confidence and speed.

From Messy Filing to Automated Document Workflows

The Problem: Manual Document Classification Bottlenecks

Thousands of incoming documents—applications, tax forms, disclosures—had to be manually opened, labeled, and filed. The process was repetitive, error-prone, and consumed hundreds of staff hours every month.

The Solution: Document Ingestion & Classification Agent

Using OCR and LLM classification, the StackAI agent now scans every incoming document, determines its type, and automatically stores it in the correct system. Hundreds of documents are processed weekly, with consistent tagging and audit-ready outputs.

“What struck me most when we first engaged was how much time advisors and staff were losing to repetitive lookups and document filing. Simple questions like eligibility or product differences could take hours of digging. With the AI agent in place, they don’t just get faster answers—they get consistency and confidence in every client interaction.”



Jenny Liang

AI Strategist

Millions of Documents Classified. What's Next?

The firm will continue to expand its AI capabilities, making agents a core part of operations. Recently added Single Sign-On capabilities (to enforce which agents are accessible to certain groups) have introduced an additional layer of security for AI-powered internal tools that now handle everything from data retrieval to document processing. StackAI is proud to be a trusted partner in freeing advisors, researchers, and operations teams to focus on crafting an impeccable client experience and fueling strategic AUM growth. 

StackAI can help your team turn complex workflows into fast, accurate, and secure AI-powered tools, delivering measurable ROI from day one. Get a demo here.