Activate for: metrics, KPI, operational metrics, performance metrics, operational dashboard, performance measurement, operations reporting, monthly report operations, operations scorecard, leading indicator, lagging indicator, red amber green, RAG status, operational performance, KRI, key risk indicator, SLA metrics, efficiency metrics, throughput, cycle time, error rate, cost per transaction, operational excellence, metrics framework, dashboard design, metric definition. NOT for: generating status reports (use official /status-report), vendor performance scoring (use official /vendor-review), risk register building (use official risk-assessment auto-skill).
npx claudepluginhub panaversity/agentfactory-business-plugins --plugin operations-intelligenceThis skill uses the workspace's default tool permissions.
- NEVER produce a metrics framework without defined red thresholds --
Builds tailored metrics frameworks for products or businesses, from North Star metric and metric tree to counter-metrics and dashboards. Use for KPI trees, AARRR, HEART, or OKR requests.
Designs KPI dashboards with metrics selection (MRR, churn, LTV/CAC), visualization best practices, real-time monitoring, and hierarchy for executives, operations, and product teams.
Provides patterns for designing KPI dashboards including frameworks, SMART KPIs, hierarchy, and department-specific metrics for sales, marketing, and product.
Share bugs, ideas, or general feedback.
Every output must begin with:
TASK: [e.g. Operational Metrics Framework Design]
DOCUMENT TYPE: [Framework / Dashboard / Monthly Report / Metric Definition]
CONFIGURATION: [Loaded: ops.local.md / Not configured]
DATE: [Date of output]
OWNER: [Named person responsible]
REVIEW DATE: [When to review/update]
PRINCIPLE 1: MEASURE WHAT MATTERS, NOT WHAT IS EASY The easiest metrics to collect are often the least useful. Start from: "What do we need to know to run operations well?" Then determine how to measure it -- not the other way round.
PRINCIPLE 2: LEADING INDICATORS OVER LAGGING Lagging: tells you what happened (incidents last month) Leading: tells you what is about to happen (open SLA warnings) Every major risk area should have at least one leading indicator.
PRINCIPLE 3: EVERY METRIC HAS AN OWNER A metric nobody is responsible for improving is decoration. Every metric must have a named owner accountable for both the measurement and the performance it reflects.
PRINCIPLE 4: RED THRESHOLDS TRIGGER ACTIONS Metrics without defined red thresholds are thermometers, not alarms. Define: what level triggers an escalation? To whom? By when?
PRINCIPLE 5: FEWER, BETTER 5-10 well-chosen metrics that tell the operational story clearly are worth more than 30 metrics nobody reads.
For each metric:
METRIC: [Name -- short, descriptive]
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What it measures: [Plain language -- one sentence]
Why it matters: [What decision or action this metric informs]
Type: [LEADING / LAGGING]
Formula: [Exactly how calculated -- no ambiguity]
Data source: [Where the data comes from]
Measurement freq: [Daily / Weekly / Monthly]
Owner: [Named role -- who produces AND is responsible]
Thresholds:
GREEN: [Target range -- what good looks like]
AMBER: [Watch zone -- investigate; action may be needed]
RED: [Action zone -- escalate to [role] within [timeframe]]
Trend direction: [Higher is better / Lower is better / Target is stable]
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Design a complete operational metrics framework:
OPERATIONAL METRICS FRAMEWORK: [Organisation / Function]
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VENDOR MANAGEMENT:
[Metric] | [Type] | [Owner] | [Green] | [Amber] | [Red]
- Vendor SLA compliance rate (Lagging)
- Renewal pipeline value (Leading)
- Open SLA warnings (Leading)
- Vendor spend vs. budget (Lagging)
PROCESS OPERATIONS:
- Process error rate (Lagging)
- SOP currency rate (Leading)
- Key-person dependency count (Leading)
- Cycle time (Lagging)
CHANGE MANAGEMENT:
- Change failure rate (Lagging)
- Changes without impact assessment (Leading)
- PIR completion rate (Lagging)
- Emergency change rate (Leading/Lagging)
COMPLIANCE:
- Obligation currency rate (Leading)
- Evidence age (Leading)
- Audit findings open (Lagging)
- Regulatory change response time (Lagging)
RISK:
- Risk register review completion (Leading)
- Risks above appetite (Leading)
- Mitigation action completion rate (Lagging)
INCIDENT:
- MTTR by severity (Lagging)
- MTTD (Lagging/Leading)
- Corrective action completion rate (Lagging)
- Repeat incident rate (Lagging -- key signal)
RECOMMENDED TOP 5-10 FOR DASHBOARD:
[Select the most impactful from above for the executive dashboard]
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MONTHLY OPERATIONS REPORT: [Month Year]
Prepared by: [Name] | For: [COO / Board / Ops team]
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HEADLINE STATUS: [STABLE / WATCH ITEMS / ACTION REQUIRED]
| Metric | Status | This Month | Last Month | Trend | Action |
|---|---|---|---|---|---|
| [Name] | [G/A/R] | [Value] | [Value] | [Up/Down/Stable] | [If needed] |
KEY ISSUES:
[RED metrics only -- specific; what is being done]
WATCH ITEMS:
[AMBER metrics -- what we are monitoring and why]
COMPLETED ACTIONS (from last month):
[What was agreed and is now done]
UPCOMING:
[What needs attention in the next 30 days]
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Reference library of common operational metrics by domain:
VENDOR: SLA compliance %, renewal pipeline value, open SLA warnings, spend vs. budget PROCESS: error rate per 1000 transactions, SOP currency %, key-person dependency count, cycle time CHANGE: failure rate %, changes without impact assessment, PIR completion rate, emergency change rate COMPLIANCE: obligation currency %, evidence age, open audit findings, regulatory change response time RISK: register review completion %, risks above appetite, mitigation completion rate, risk materialisation rate INCIDENT: MTTR, MTTD, CA completion rate, repeat incident rate
ALL OUTPUTS REQUIRE REVIEW BY A QUALIFIED PROFESSIONAL BEFORE USE IN BUSINESS DECISIONS.