Accuracy
TBD
Speed
TBD
Sample of data set required for Trade Decision and Risk Intelligence Agent:
Trade Execution Request: SXF-98345
Requesting Trader: Brenda Wallace Trade Desk: Americas - Commodities Submission Date: 2024-10-23
Trade Details
We are capitalizing on favorable market conditions following the latest agricultural report. The proposed volume is approximately 20% higher than our standard ticket size with Quantum Dynamics, but their recent performance and our strategic goal to increase market share in this sector justify the exception. This trade is intended to secure supply ahead of anticipated price increases in Q1 next year. We have a strong historical relationship with Quantum Dynamics and foresee no settlement issues.
Sample output delivered by the Trade Decision and Risk Intelligence Agent:
Trade Decision & Risk Intelligence Evaluation Report
Trade Request: InnovateCorp – SXF_98345
Date: January 14, 2025
1. Summary Decision
⚠ Status: Requires Review
The trade cannot proceed due to identified compliance gaps, medium-risk scoring across multiple dimensions, and exposure limit deviations.
A notification has been sent to the submitting sales executive detailing required next steps.
2. Risk & Compliance Scores
| Dimension | Score | Rating | Key Drivers |
|---|---|---|---|
| Regulatory Compliance | 0.78 | Medium Risk | Cross-border attestation missing; jurisdiction-sensitive disclosures required |
| Counterparty Risk | 0.66 | Moderate Exposure | Concentration increasing; multiple unsettled derivative positions |
| Market Risk | 0.52 | Low–Moderate | Notional aligns with current volatility thresholds |
| Policy Adherence | 0.61 | Partially Compliant | SXF exposure limit exceeded by 12% |
| Composite Score | 0.64 | Medium Risk | Weighted analysis of market, counterparty, and policy criteria |
Interpretation:
Risk scoring indicates that the trade is not eligible for straight-through evaluation and requires human review by a Trade Risk Officer.
Using retrieval-augmented LLM reasoning, the agent extracted relevant cross-border and derivative-compliance conditions:
Key internal checks revealed:
LLM analysis of historical trade behavior found:
The following items must be submitted for the trade to advance:
These requirements have been automatically included in the notification sent to the requester.
“Trade SXF_98345 for InnovateCorp was flagged due to partial non-compliance with internal exposure thresholds, missing jurisdiction-required attestations under NI 31-103, and emerging counterparty exposure trends. Composite risk scoring indicates a medium-risk profile unsuitable for automatic straight-through evaluation. Additional documentation and approvals are required before the trade can advance.”
Email Notifications Sent To:
Included in Notification:
Automatically analyzes, prioritizes, summarizes, and routes flagged trades, ensuring efficient and auditable exception management.
Provides AI-powered root cause analysis and remediation guidance to resolve trade exceptions accurately and compliantly.
Applies risk scoring and policy interpretation to evaluate trade requests with consistent, explainable, and compliance-aligned decision intelligence.
Delivers automated, personalized logistics instructions and proactive status notifications to reduce customer inquiries during returns.
Enables secure, real-time customer access to return status details, decisions, and explanations to drive inquiry reduction.
Optimizes return processing by automating carrier recommendation, shipping label generation, and pickup coordination.