Pre/Post Deployment Scorecard

Purpose: Compare baseline (pre-deployment) performance against actual outcomes (post-deployment) to validate ROI projections and make the business case for continued investment or scaling.

Instructions: Complete the “Pre-Deployment” column before launch. Complete the “Post-Deployment” columns at 3, 6, and 12 months after launch. Calculate variance against the original projection.


Scorecard: [Project Name]

Project: [Name] Owner: [Name, Title] Deployment Date: [Date] Scorecard Period: [3 months / 6 months / 12 months] Last Updated: [Date]


Section 1: Adoption Scorecard

Metric Pre-Deployment 3-Month Target 3-Month Actual 6-Month Target 6-Month Actual 12-Month Actual
Active users N/A [X]   [X]    
% of target users adopted 0% [X%]   [X%]    
Daily active usage rate N/A [X%]   [X%]    
Sessions per user per week N/A [X]   [X]    
Feature utilization rate N/A [X%]   [X%]    

Adoption Health: 🔴 Off Track / 🟡 At Risk / 🟢 On Track

Notes:


Section 2: Operational Performance Scorecard

Customize metrics for your specific use case. Examples below.

Efficiency Metrics

Metric Pre-Deployment Baseline Projected Post 3-Month Actual 6-Month Actual 12-Month Actual % Change
[Primary time metric, e.g., “Avg handle time”] [Value] [Value]        
[Throughput metric, e.g., “Tasks completed/FTE/day”] [Value] [Value]        
[Quality metric, e.g., “Error rate”] [Value] [Value]        
[Speed metric, e.g., “Time to delivery”] [Value] [Value]        
[Volume metric, e.g., “Tasks processed per month”] [Value] [Value]        

Quality Metrics

Metric Pre-Deployment Baseline Projected Post 3-Month Actual 6-Month Actual 12-Month Actual % Change
[e.g., “CSAT score”] [Value] [Value]        
[e.g., “Error / rework rate”] [Value] [Value]        
[e.g., “First-pass quality rate”] [Value] [Value]        

Section 3: Financial Scorecard

Cost Tracking

Cost Category Year 1 Budget Month 3 Actual (Annualized) Month 6 Actual (Annualized) Month 12 Actual Variance vs. Budget
Development $[X]        
Integration $[X]        
Training $[X]        
Monthly infrastructure $[X]/mo        
Monthly API/model costs $[X]/mo        
Monthly maintenance $[X]/mo        
Total $[X]        

Cost Variance Notes:

Benefit Tracking

Benefit Category Year 1 Projected Month 3 Realized (Annualized) Month 6 Realized (Annualized) Month 12 Realized % of Projection
Labor savings $[X]        
Process cost reduction $[X]        
Productivity gains $[X]        
Revenue growth $[X]        
Risk mitigation $[X]        
Total $[X]        

Benefit Realization Notes:

ROI Summary

Metric Original Projection 6-Month Actual 12-Month Actual
Cumulative cost to date $[X]    
Cumulative benefit to date $[X]    
Net position $[X]    
Current ROI [X]%    
Break-even month (projected) Month [N]
Break-even month (actual) Month [N]    

Section 4: User Experience Scorecard

Metric Pre-Deployment 3-Month Target 3-Month Actual 6-Month Actual 12-Month Actual
Employee satisfaction with tool (1–5) N/A (baseline: overall satisfaction with current tools) [X]      
Perceived time savings (hrs/week, survey) [X] hrs [X] hrs      
% of users who would recommend tool to colleague N/A [X%]      
AI output accuracy rating (user survey) N/A [X%] positive      

User Experience Notes:


Section 5: Risk and Compliance Scorecard

Risk Indicator Status Notes
AI-generated errors reaching end users 🔴 🟡 🟢  
Compliance/regulatory issues flagged 🔴 🟡 🟢  
Data privacy incidents 🔴 🟡 🟢  
Security vulnerabilities identified 🔴 🟡 🟢  
Model accuracy within acceptable range 🔴 🟡 🟢  
Escalation/override path functioning 🔴 🟡 🟢  

Section 6: Overall Assessment

3-Month Assessment

Overall Status: 🔴 Off Track / 🟡 At Risk / 🟢 On Track

Dimension Status Key Finding
Adoption 🔴 🟡 🟢  
Operational performance 🔴 🟡 🟢  
Financial (costs) 🔴 🟡 🟢  
Financial (benefits) 🔴 🟡 🟢  
User experience 🔴 🟡 🟢  
Risk / compliance 🔴 🟡 🟢  

Top 3 Findings: 1. 2. 3.

Recommended Actions:


6-Month Assessment

Overall Status: 🔴 Off Track / 🟡 At Risk / 🟢 On Track

Dimension Status Key Finding
Adoption 🔴 🟡 🟢  
Operational performance 🔴 🟡 🟢  
Financial (costs) 🔴 🟡 🟢  
Financial (benefits) 🔴 🟡 🟢  
User experience 🔴 🟡 🟢  
Risk / compliance 🔴 🟡 🟢  

Revised ROI Projection (based on actual data):

Recommendation:

Rationale:


12-Month Assessment

Overall Status: 🔴 Off Track / 🟡 At Risk / 🟢 On Track

Annual Summary Statement:

1–2 paragraph summary of what was achieved in Year 1, what the actual ROI was, and the recommendation for Year 2.

Year 1 Scorecard Summary:

Metric Projected Actual Variance
Total investment $[X] $[X] [+/-X%]
Total benefits $[X] $[X] [+/-X%]
Net benefit $[X] $[X] [+/-X%]
ROI [X%] [X%] [+/-X pp]
Break-even Month [N] Month [N] [+/-N months]

Year 2 Recommendation:


Appendix: Data Collection Log

Date Metric Value Source Collector