The Problem
Operations teams spend weeks every quarter manually cross-referencing complex client fee schedules (often in PDF contracts) against custodian deductions and portfolio management systems. Because standard software struggles with bespoke fee arrangements (tiered, flat, excluded assets, family grouping), staff resort to error-prone Excel spreadsheets to verify accuracy, leading to inevitable human error.
Revenue Impact
Revenue leakage from underbilling due to missed fee hikes or incorrect asset exclusions.
Cost Impact
High-value operations staff wasting 2-3 weeks per quarter on manual data entry and verification.
Risk
Regulatory risk (SEC) from accidental overbilling, leading to fines, restitution, and reputational damage.
Fee Agreement Parser
AI AgentExtracts fee logic, exclusions, and tiered schedules from unstructured PDF contracts and Investment Policy Statements.
What The AI Does
Identifies fee schedules (flat, tiered, breakpoint)
Extracts specific excluded assets or legacy holdings
Links related family accounts for householding logic
Flags missing or expired fee agreements
Standardizes messy contract data into a structured format
Reconciliation Engine
AI AgentPerforms the math to compare 'Expected Fee' (from contract) vs. 'Actual Fee' (from custodian/billing system).
What The AI Does
Calculates expected fees based on daily average or period-end balance
Applies complex exclusions found by the Parser
Compares calculation against billing system output
Categorizes variances (e.g., 'Underbilled', 'Overbilled', 'Match')
Generates an audit trail for compliance
Variance Resolution
Human ReviewCompliance or Ops leaders review the specific accounts where the AI found a mismatch.
Review Criteria
Expected Impact
From manual calculation to 'management by exception'—humans only touch the outliers.
Before:
Operations staff manually checking hundreds of accounts against spreadsheets and PDFs, taking weeks to close billing.
After:
Automated reconciliation runs overnight; staff only review the <5% of accounts with variances.
Result:
90% reduction in time spent on quarterly fee billing reconciliation