Supervisor Agent

Risk & Performance Agent

Pulls risk flags, forecasts and close results into one board-ready briefing.

All agents

An example conversation with the agent

AI Impact

55%

AI adoption for risk

>50%

Better risk insights

147%

More analytics use

Key Capabilities

Signal Aggregation

Consolidates risk signals from all specialist agents

Traffic Light Dashboard

Board-ready risk status with severity coding

Mitigation Tracking

Monitors progress on risk response actions

Trend Analysis

Identifies emerging risks from cross-agent patterns

Scenario

Hui Ling Wong, Chief Financial Officer

Preparing the board risk briefing amid margin compression

Margin compression: 35.1% → 31.9%, a 320bps hit from the S$20M commodity spike and customer order softness

“Give me the consolidated risk dashboard — top risks ranked by financial impact”

Credit exposure: S$1.69M at risk across Sembcorp (22 days overdue) and Thai Precision (31 days, order hold placed)

“What's being done about the margin compression?”

Compliance: HNTE renewal (¥32M), BOI expiry (฿42M/year), transfer pricing drift

“Summarize the tax and compliance risks for the board deck”

Controls: new vendor with no approval trail, recurring duplicate invoice pattern — both board-reportable

“What are the anomaly flags I need to report to the board?”

Positive signals: close running a day ahead, Penang expansion fundable without debt, SC orders recovering

“Generate the 2-page board briefing with risks, actions, and positive signals”

KPI Repository — 12,840 Records

Enterprise key performance indicators tracked across business units, regions, and functional areas with historical trending

Field	Description
KPI Name	Metric identifier (e.g., Revenue Growth %, EBITDA Margin, DSO)
Business Unit	Reporting segment (e.g., Cloud, Consulting, Software, Infrastructure)
Actual Value	Current period measurement with prior period comparison
RAG Status	Red / Amber / Green indicator based on threshold bands

KPI Categories

Category	Examples
Financial	Revenue, margin, EPS, free cash flow, ROIC
Operational	Utilization, cycle time, throughput, defect rate
Customer	NPS, churn rate, customer acquisition cost, LTV

Risk Register — 4,560 Records

Enterprise risk inventory with probability assessments, impact scores, mitigation plans, and ownership assignments

Field	Description
Risk ID	Unique identifier (e.g., RSK-2025-00142)
Risk Category	Market, Credit, Operational, Regulatory, Strategic
Probability	Likelihood score (1-5) with confidence level
Impact	Financial impact estimate and severity rating (1-5)

Performance Targets — 7,920 Records

Annual and quarterly performance targets by KPI, business unit, and management level with threshold definitions

Field	Description
Target KPI	Linked KPI metric with measurement definition
Target Value	Plan value with stretch and minimum thresholds
Threshold Bands	Green / Amber / Red boundaries for RAG classification
Owner	Accountable executive and reporting hierarchy

Industry Benchmarks — 35,200 Records

Peer group and industry benchmark data for financial and operational metrics across sectors and geographies

Field	Description
Metric	Benchmark KPI (e.g., Gross Margin, Revenue per Employee)
Peer Group	Industry sector and company size cohort
Percentile	Position in peer distribution (25th, 50th, 75th, 90th)
Source	Data provider and vintage (e.g., S&P Capital IQ, Q3 2025)

get_kpi_dashboard

Retrieve a consolidated KPI dashboard with actuals, targets, variances, and RAG status across selected business dimensions.

Input

business_unit period kpi_category rag_filter

Output

KPI summary with actual vs. target, variance percentages, trend indicators, and priority rankings

scan_risk_indicators

Scan the risk register and leading indicators for emerging threats, threshold breaches, and risk concentration patterns.

Input

risk_category severity_threshold scan_scope

Output

Risk heat map data with probability-impact scores, trend direction, and mitigation status

analyze_performance

Decompose performance variances into contributing factors such as volume, price, mix, FX, and cost drivers.

Input

metric segment comparison_basis period

Output

Attribution waterfall with factor contributions, root cause analysis, and corrective action recommendations

search_benchmarks

Query industry benchmark databases to compare company performance against peer groups and sector medians.

Input

metric peer_group sector period

Output

Percentile rankings, peer comparison tables, and gap analysis against top-quartile performance

generate_risk_report

Compile a comprehensive risk report with heat maps, trend analysis, mitigation tracking, and board-ready executive summary.

Input

report_scope period audience

Output

Formatted risk report with executive summary, heat maps, and mitigation action tracker

trigger_alerts

Configure and fire early warning alerts when KPIs breach threshold bands or risk indicators exceed tolerance levels.

Input

alert_type threshold recipients

Output

Alert notifications with breach details, severity classification, and suggested response actions

Risk & PerformanceMeridian Industries · November close

Example