AI-assisted investment research and client reporting workflow for a regional wealth management practice
Relationship managers spent 8โ12 hours per week generating client portfolio reports and investment research summaries. The process was largely manual โ pulling data from multiple systems, formatting in Word, and writing narrative commentary. High turnover risk, inconsistent quality.
Solution
Built an AI workflow that pulls portfolio data from the firm's CRM and custodian feeds, generates structured narrative commentary using a fine-tuned model aligned to the firm's voice, and produces review-ready reports. Relationship manager reviews and approves in 15 minutes vs. 2 hours.
Outcome
44% reduction in report generation time. 100% of relationship managers adopted the workflow within 30 days. $280K annualized time savings. Client satisfaction scores increased 12 points โ more time spent on advisory conversations vs. administrative work.
Workflow automation
LLM fine-tuning
CRM integration
Report generation
// Client name withheld at their request ยท Results verified