# NJBC Governance, Measurement, and Maintenance Package This package provides the governing framework for the North Jersey Badminton Club's (NJBC) digital and operational sustainability. It integrates the club's "Elite Performance" brand positioning with a strict "Non-AI-First" mandate, ensuring that growth and operations remain human-led, data-grounded, and operationally resilient. ## 1. Package Overview This baseline is designed to govern the NJBC ecosystem across three primary layers: - **Measurement:** Tracking success across the renovated website, unified inquiry pipeline, and local growth loops. - **Governance:** Maintaining authority, change control, and brand integrity. - **Maintenance:** Ensuring long-term quality, factual accuracy, and operational SLAs. **Strategic Mandate:** NJBC is not an AI-first business. AI is used exclusively as a bounded internal efficiency layer for drafting, triage, and summarization, subject to 100% human review. --- ## 2. Artifact Directory ### Layer 1: Requirements & Strategy - [**Management-Baseline PRD**](./prd.md) The core requirements document defining scope, roles, KPI domains, and the 3-tier authority model (Staff, Lead Coach, SuperAdmin). ### Layer 2: Measurement & Reporting - [**KPI & Reporting Framework**](./kpi_reporting_framework.md) Defines core metrics (Conversion, SLAs, Segment Mix) and success formulas. - [**Measurement Source Map**](./measurement_source_map.md) Ties KPIs to real PostgreSQL entities and Admin surfaces in the renovated app. - [**Reporting Cadence & Thresholds**](./reporting_cadence_and_thresholds.md) Defines the weekly/monthly review rhythm and escalation triggers for performance misses. ### Layer 3: Governance & Control - [**Governance Policy**](./governance_policy.md) The primary authority framework, defining the 3-tier model and AI subordination rules. - [**Change-Control Matrix**](./change_control_matrix.md) A tactical matrix mapping update types (Routine, Sensitive, High-Risk) to specific owners and approvers. - [**Operating Governance Notes**](./content_workflow_asset_governance_notes.md) NJBC-specific notes tying governance to the live Prisma schema and Next.js routes. ### Layer 4: AI Usage & Safety - [**AI Usage Guardrails**](./ai_usage_guardrails.md) The governing policy for selective AI use, prohibiting autonomous customer-facing actions. - [**AI Workflow Boundary Matrix**](./ai_workflow_boundary_matrix.md) Maps every permitted AI-assisted task to a human owner and "Click-to-Approve" gate. - [**AI Fallback & Stop-Conditions**](./ai_fallback_and_stop_conditions.md) Operational protocols for suspending AI and reverting to manual handling upon error detection. ### Layer 5: Maintenance & Quality - [**Maintenance Baseline**](./maintenance_baseline.md) Standards for recurring infrastructure, content, and pipeline maintenance. - [**Quality Control Checklists**](./quality_control_checklists.md) Practical verify-and-release checklists for staff and admins. - [**Maintenance Calendar & Escalation**](./maintenance_calendar_and_escalation_rules.md) The recurring operational schedule and safety protocols for recovery and handoff. --- ## 3. Evaluator Quickstart 1. **Verify Positioning:** Start with the [PRD](./prd.md) to understand the "Elite Performance" vs "Non-AI-First" boundary. 2. **Review Metrics:** Check the [KPI Framework](./kpi_reporting_framework.md) for how the club measures its 4-hour triage and 12-hour response SLAs. 3. **Inspect Controls:** View the [Change-Control Matrix](./change_control_matrix.md) to see how High-Risk facts (Pricing, Facility Scale) are protected. 4. **Safety Check:** Review the [AI Guardrails](./ai_usage_guardrails.md) to confirm the mandatory human review policy. --- *Governing Evidence: All artifacts are grounded in the NJBC Renovation Implementation and Local Growth Strategy.*