How a $500M RIA cut policy search time by 70% and scaled client service without adding headcount
70%
Reduction in document search time
80%
Reduction in audit preparation time
25%
Improvement in response consistency
4-6 wks
New hire time to productivity (from 3-4 months)
Industry
Wealth Management / RIA
Organization
$500M RIA, 8 advisors + 4 CSAs, SEC/FINRA regulated
Challenge
Scattered firm knowledge, compliance documentation burden, advisor time wasted searching
Solution
AI-Powered Knowledge Agent with Citable Answers
Timeline
4 weeks to full deployment
The Challenge
A fast-growing RIA in Texas had a good problem: they were adding $50M+ in new AUM every quarter. But their internal knowledge systems couldn't keep up with the growth. With 8 advisors, 4 client service associates, and an expanding client base, the operations team was drowning in the same questions asked over and over.
Firm knowledge scattered across shared drives and inboxes
IPS templates, compliance policies, custodian procedures, and fee schedules living in 6 different places
Advisors spending hours searching, not advising
Senior advisors fielding constant questions from junior staff instead of meeting with clients
Inconsistent answers across the team
Same client question, different answers depending on who picked up the phone
Compliance documentation burden
SEC/FINRA audits requiring proof that advisors followed firm policies, but no clear audit trail
Onboarding new hires was painful
New CSAs took 3-4 months to get up to speed on firm procedures
The Solution
The RIA partnered with Attri to deploy an AI-powered Knowledge Agent — a secure system that turns scattered firm documents into instant, citable answers that every team member can access and compliance can audit.
Instant Policy Answers
The Knowledge Agent responds to plain language questions: "What's our policy on alternative allocations for retirees?" — get answers with document citations in seconds
Centralized Knowledge Base
All IPS templates, compliance policies, custodian procedures, and fee schedules in one secure, searchable source
Citable, Auditable Answers
Every answer includes citations to source documents — compliance can verify exactly what policy was referenced
Role-Based Access
Junior advisors, senior advisors, and compliance get appropriate access levels
Audit Trail
Complete log of who asked what and what policy was cited — SEC/FINRA-ready documentation
Additional Features
Source Citations
Every answer links to the specific document, page, and section
Query Logging
Full history of questions asked and answers provided
Policy Version Control
Always reference the current approved version of any policy
No Model Training
Client data never used to train external AI models
Built for SEC/FINRA Compliance
Source citations on every answer
Complete query logging
Policy version control
Role-based access controls
Audit-ready exports
No model training on data
Knowledge Agent
You
What's our guidance on Roth conversions over $100K?
Knowledge Agent
Firm policy recommends staged conversions for amounts over $150K to manage tax bracket impact. For conversions $100K-$150K, single-year conversion is acceptable with tax projection documentation. All Roth conversions require client acknowledgment of tax implications.
Confidence: High
Ask a follow-up question...
The Results
| Metric | Before | Now |
|---|---|---|
| Time to find policy guidance | 15-25 minutes | < 1 minute |
| Questions to senior advisors per day | 10-15 | 2-3 |
| New hire time to productivity | 3-4 months | 4-6 weeks |
| Compliance documentation for audits | Manual compilation | Auto-generated |
| Consistency of client responses | Variable | 100% aligned with policy |
Advisors back to advising — Senior advisors reclaimed 1+ hour daily from internal Q&A
Junior staff confident faster — New hires productive in weeks instead of months
Compliance peace of mind — Every policy reference logged and auditable
Consistent client experience — Same answer regardless of who the client talks to
Scalable operations — Added $100M in AUM without adding ops headcount
Why It Worked
Built for regulated industries
The system understands the compliance requirements of SEC/FINRA-regulated firms — not just generic document search.
Every answer is citable
No black-box AI responses. Every answer includes the specific document, page, and section. Advisors can verify, compliance can audit.
Enhances advisors, doesn't replace them
The AI handles the searching and citing — advisors make the judgment calls. Senior expertise is amplified, not automated away.
Fits existing workflows
Deployed via Microsoft Teams and Slack — no new systems to learn, no workflow disruption.
Compliance-ready from day one
Full audit trails, role-based access, no model training on client data. Built for firms that answer to regulators.
Security & Compliance
Ready to See It in Action?
We help RIAs, wealth advisors, and family offices turn scattered knowledge into instant, auditable answers.
Ready to automate
Get in touch
See how Attri can automate your document workflows in minutes.