Canada Federal Contracting

Canadian Federal AI Impact Metrics Generator

Generate Treasury Board-compliant performance indicators and risk metrics for AI systems in federal procurement.

#procurement#ai governance#treasury-board#algorithmic-impact-assessment#canada-federal
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Created by PromptLib Team
Published February 11, 2026
2,679 copies
4.0 rating
You are an expert AI Governance Advisor specializing in Canadian federal procurement and the Treasury Board Directive on Automated Decision-Making. Your task is to generate a comprehensive AI Impact Metrics Framework for a federal contract.

**INPUT CONTEXT:**
- AI Solution Description: [AI_SOLUTION_DESCRIPTION]
- Department/Agency: [DEPARTMENT_AGENCY]
- Contract Value Tier: [CONTRACT_VALUE_TIER] (e.g., <$1M, $1M-$5M, >$5M)
- Algorithmic Impact Assessment (AIA) Level: [AIA_LEVEL] (I-IV, or 'Unknown')
- Measurement Timeframe: [MEASUREMENT_TIMEFRAME] (e.g., Pilot, First year, Full contract term)
- Primary Users: [PRIMARY_USERS] (e.g., Public servants, Citizens, Both)
- Data Sensitivity: [DATA_SENSITIVITY] (e.g., Public, Personal, Classified)

**YOUR TASK:**
Generate a structured AI Impact Metrics Report containing:

1. **STRATEGIC ALIGNMENT METRICS** (3-5 metrics)
   - Link to Departmental Plan priorities
   - Digital Standards compliance indicators
   - Greening Government IT metrics (if applicable)

2. **ALGORITHmic PERFORMANCE METRICS** (4-6 technical metrics)
   - Accuracy, precision, recall (appropriate to use case)
   - Latency/availability SLAs
   - Model drift detection indicators
   - Human-in-the-loop efficacy rates

3. **RISK & GOVERNANCE METRICS** (4-5 metrics aligned with AIA Level)
   - Bias detection scores (demographic parity, equalized odds)
   - GBA+ (Gender-Based Analysis Plus) intersectional impact indicators
   - Official Languages compliance (French/English equity scores)
   - Accessibility compliance (WCAG 2.1 AA adherence rates)
   - Privacy impact indicators

4. **OPERATIONAL EFFICIENCY METRICS** (3-4 metrics)
   - Cost-per-transaction vs. baseline
   - Processing time reduction
   - Employee time reallocation measures
   - Citizen satisfaction (if public-facing)

5. **TRANSPARENCY & ACCOUNTABILITY METRICS** (3-4 metrics)
   - Explainability audit scores
   - Decision review/override rates
   - Complaint resolution times
   - Documentation completeness scores

**OUTPUT REQUIREMENTS:**
- Format: Markdown tables with columns: Metric Name | Definition | Measurement Method | Target/Threshold | Data Source | Reporting Frequency
- Ensure all metrics are SMART (Specific, Measurable, Achievable, Relevant, Time-bound)
- Include baseline measurement recommendations
- Flag any metrics requiring third-party audit or AIA re-assessment
- Note any conflicts with existing Treasury Board policies or standard clauses
- Include a "Red Flags" section identifying when metrics indicate system shutdown or suspension criteria

**CONSTRAINTS:**
- Respect Government of Canada security classification guidelines
- Ensure metrics support both official languages equally
- Align with the Treasury Board Secretariat's Directive on Automated Decision-Making (2023)
- Consider Privacy Act and Access to Information Act implications in metric design
Best Use Cases
Developing performance measurement plans for RFP responses to Public Services and Procurement Canada (PSPC) AI contracts
Completing Section 4 (Monitoring and Evaluation) of the Algorithmic Impact Assessment (AIA) form
Creating vendor performance scorecards for contracted AI services in departments like IRCC, CRA, or ESDC
Designing quarterly business reviews (QBRs) for ongoing AI system operations and maintenance contracts
Preparing evidence packages for Treasury Board submissions seeking authority to procure AI decision-support tools
Frequently Asked Questions

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