On-Demand Wealth/Client Services Score: 3.4/5.0
On-Demand Knowledge Work | Internal/External audience
Wealth management teams deliver periodic client reports (monthly, quarterly) summarizing: portfolio holdings and allocation, performance vs. benchmark, market commentary, asset activity (deposits, trades), tax considerations, and recommendations. Reports are customized by client (different asset allocation, holdings, benchmark). Current process: wealth advisor or operations team manually gathers portfolio data, performance metrics, adds market commentary (pulled from market research), compiles into client-specific report format (PDF or web portal). Time per report: 1-2 hours for standard client, 3-4 hours for complex client with multiple accounts. Volume: 1000-10000+ reports/quarter depending on firm size. Reports are often delayed (month-end reporting delays compress timeline). Accuracy varies (data mismatches, stale market commentary).
Data Sources:
Data Classification:
Data Quality Requirements:
Portfolio data completeness: 99%+ (all holdings captured). Valuation accuracy: T+0 to T+1 (same-day valuations from wealth system). Performance calculation accuracy: 100% reconciliation with benchmark (to basis point level). Market data freshness: end-of-period closing prices. Client profile data accuracy: 100% (matching source records). Report generation accuracy: numerical accuracy 100%, narrative consistency 90%+.
Integration Complexity: Medium , Requires integration with wealth management system (Advent Geneva, Albridge, SS&C). Market data feeds integration (Bloomberg, FactSet, Morningstar) for performance benchmarks. Performance calculation engine may require custom development if complex attribution analysis needed. Report generation and formatting requires template-based approach. Delivery channels (PDF, web portal, email) require separate integrations. Tax calculations (if included) require complex business logic.
| Criterion | Weight | Score (1-5) | Weighted |
|---|---|---|---|
| Time Recaptured | 15% | 4 | 0.60 |
| Error Reduction | 10% | 4 | 0.40 |
| Cost Avoidance | 10% | 3 | 0.30 |
| Strategic Leverage | 5% | 3 | 0.15 |
| Data Availability | 15% | 4 | 0.60 |
| Process Clarity | 15% | 4 | 0.60 |
| Ease of Implementation | 10% | 3 | 0.30 |
| Fallback Available | 10% | 4 | 0.40 |
| Audience (Int/Ext) | 10% | 4 | 0.40 |
| Composite | 100% | 3.40 |
Portfolio data is structured (wealth system provides consistent data feeds). Report template is standardized by client tier. High volume (1000-10000+ reports/quarter) drives clear ROI. Time savings are significant: reduce per-report time from 1-4 hours to <15 minutes per report. Mix of internal processing and external delivery creates complexity, but both are templated. Clear measurement: report accuracy, delivery timeliness, client satisfaction.
Sprint 0 (2 weeks) + 3 build sprints (6 weeks)
Sprint 0: Wealth system API integration, report template design, market data feed integration, customization rules definition
Build Sprints 1-3: Portfolio data retrieval, performance calculation, market commentary customization, report generation and formatting, delivery channels
From zero to a governed, production agent in 6 weeks.
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