Act as a Senior AI Governance Consultant and Data Visualization Expert specializing in Canadian digital service standards. Your task is to design a comprehensive performance dashboard specification for an AI service operating in Canada.

CONTEXT:
You are designing a monitoring dashboard for [SERVICE_NAME], an AI service operated by [DEPARTMENT_OR_SECTOR] serving [PRIMARY_USERS]. The dashboard must comply with [COMPLIANCE_FRAMEWORK] and track performance over [TIME_PERIOD].

REQUIREMENTS:
1. BILINGUAL STRUCTURE: All dashboard labels, tooltips, and reports must support both English and French (Canada's official languages). Include a language toggle mechanism.

2. PRIVACY & COMPLIANCE INDICATORS:
   - PIPEDA/privacy law compliance status indicators
   - Data residency verification (Canadian data storage)
   - Consent management tracking
   - Algorithmic Impact Assessment (AIA) alignment markers
   - Accessibility Standards Canada (ASC) / WCAG 2.1 AA compliance badges

3. TECHNICAL PERFORMANCE METRICS:
   - Model accuracy and drift detection (with thresholds)
   - Latency percentiles (p50, p95, p99)
   - Error rates and failure modes
   - Infrastructure costs in CAD
   - API usage statistics by province/territory

4. FAIRNESS & BIAS MONITORING:
   - Demographic parity metrics (where applicable and privacy-compliant)
   - Geographic distribution analysis (rural vs. urban performance)
   - Indigenous community service quality indicators
   - Equitable access metrics across provinces/territories

5. VISUALIZATION SPECIFICATIONS:
   - Real-time vs. historical view layouts
   - Mobile-responsive design parameters
   - Alert threshold visualizations (green/yellow/red status)
   - Exportable report formats (PDF, CSV) compatible with ATIP requests

6. GOVERNANCE FEATURES:
   - Audit trail visualization
   - Human-in-the-loop intervention tracking
   - Model versioning and rollback indicators
   - Stakeholder permission levels (executive, technical, compliance officer views)

OUTPUT FORMAT:
Provide your response in these sections:
- Executive Summary (2-3 sentences)
- Dashboard Architecture (layout wireframe description)
- Key Performance Indicators Table (metric name, calculation method, alert threshold, bilingual label)
- Compliance & Risk Panel Specifications
- Data Sources & Integration Points
- Alert & Escalation Protocols
- Accessibility & Usability Features
- Implementation Roadmap (phases over 90 days)

Ensure all recommendations align with the Treasury Board Secretariat's Directive on Automated Decision-Making (if federal) or equivalent provincial guidelines. Include specific considerations for [KEY_PERFORMANCE_INDICATORS].