On-Demand Governance/Risk Score: 3.9/5.0
On-Demand Knowledge Work | Internal audience
Bank boards and committees (Audit, Risk, Compliance, Compensation) meet monthly and require comprehensive papers: risk dashboards, financial summaries, incident reports, regulatory updates, policy recommendations. Each paper requires data gathering from 5-10 systems (risk platform, finance system, incident management, regulatory tracker, policy registry), manual compilation, narrative write-up, formatting. Secretary/analyst spends 8-12 hours per paper. 20-30 papers/quarter across board and all committees. Total annual effort: 1600-4320 hours. Papers are often inconsistent in quality/completeness; deadlines slip.
Data Sources:
Data Classification:
Data Quality Requirements:
Data freshness: intraday updates required for board papers (as-of-last-business-day). Metric accuracy: 100% reconciliation with financial statements and regulatory reports. Completeness: 100% (no missing key metrics, incidents, or policy items). Trend chart data: 12+ months of historical data for year-over-year comparison.
Integration Complexity: Medium , Requires integration with 6-7 systems (risk platform, finance, incident management, regulatory tracker, policy registry). Data transformation needed to normalize metrics across systems. Narrative generation from structured data requires template-driven output (lower ML complexity). Document assembly requires formatting/templating. Most systems have mature APIs; some may require custom extractors for legacy systems.
| Criterion | Weight | Score (1-5) | Weighted |
|---|---|---|---|
| Time Recaptured | 15% | 4 | 0.60 |
| Error Reduction | 10% | 4 | 0.40 |
| Cost Avoidance | 10% | 4 | 0.40 |
| Strategic Leverage | 5% | 4 | 0.20 |
| Data Availability | 15% | 4 | 0.60 |
| Process Clarity | 15% | 4 | 0.60 |
| Ease of Implementation | 10% | 3 | 0.30 |
| Fallback Available | 10% | 5 | 0.50 |
| Audience (Int/Ext) | 10% | 5 | 0.50 |
| Composite | 100% | 3.90 |
Data sources are structured (dashboards, incident systems produce consistent outputs). Committee paper template is standardized. High frequency (20-30 papers/quarter) and clear time savings (8-12 hours per paper). Fallback is straightforward: revert to manual compilation. Internal audience. Clear value: faster board process, consistent documentation, audit-ready governance records.
Sprint 0 (2 weeks) + 3 build sprints (6 weeks)
Sprint 0: Committee paper template design, data source system integration mapping, governance data schema
Build Sprints 1-3: Data gathering orchestration, metric calculation, narrative generation, formatting/document assembly, approval workflow
From zero to a governed, production agent in 6 weeks.
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