AI Project Launch Checklist
Complete project management framework for AI implementations, including stakeholder alignment, resource planning, risk management, and success criteria definition.
Project Launch Checklist Overview
Successful AI project launches require meticulous planning, clear communication, and systematic execution. This comprehensive checklist provides a proven framework for managing AI implementations from initial planning through successful deployment and adoption.
Project Launch Phases
Phase 1: Project Initiation and Planning
Strategic Alignment (Week 1)
Executive Sponsorship
Secure Executive Champion
Identify and engage C-level sponsor with authority and commitment
High PriorityDefine Business Case
Document clear business objectives, expected benefits, and success criteria
High PriorityAlign with Strategic Goals
Ensure project supports overall business strategy and objectives
Medium PriorityEstablish Budget Authority
Secure budget approval and spending authority for project duration
High PriorityProject Charter Development
Project Scope Definition
Clearly define what is included and excluded from project scope
High PrioritySuccess Metrics and KPIs
Define measurable success criteria and key performance indicators
High PriorityTimeline and Milestones
Create detailed project timeline with key milestones and dependencies
Medium PriorityRisk Assessment
Identify potential risks, their impact, and initial mitigation strategies
Medium PriorityStakeholder Identification and Engagement (Week 2)
Stakeholder Mapping
Internal Stakeholders
Map all internal stakeholders: executives, IT, business users, legal, compliance
High PriorityExternal Stakeholders
Identify external parties: vendors, partners, customers, regulators
Medium PriorityInfluence and Interest Analysis
Assess stakeholder influence, interest, and potential impact on project
Medium PriorityCommunication Preferences
Document preferred communication methods and frequency for each stakeholder
Low PriorityPhase 2: Team Formation and Resource Planning
Core Team Assembly (Week 3)
Project Leadership
Project Manager Assignment
Assign experienced project manager with AI implementation experience
High PriorityTechnical Lead Identification
Designate technical lead with AI/ML expertise and system knowledge
High PriorityBusiness Lead Assignment
Appoint business lead who understands processes and requirements
High PriorityChange Management Lead
Designate change management specialist for user adoption
Medium PriorityExtended Team Roles
Technical Team
- ☐ Data Scientists/ML Engineers
- ☐ Software Developers
- ☐ Data Engineers
- ☐ Infrastructure/DevOps Engineers
- ☐ Security Specialists
- ☐ Quality Assurance Testers
Business Team
- ☐ Subject Matter Experts
- ☐ Process Owners
- ☐ Business Analysts
- ☐ End User Representatives
- ☐ Training Coordinators
- ☐ Communications Specialists
Support Functions
- ☐ Legal and Compliance
- ☐ Procurement and Vendor Management
- ☐ Finance and Budget Management
- ☐ HR and Change Management
- ☐ Risk Management
- ☐ Audit and Assurance
Resource Planning and Allocation (Week 4)
Budget and Financial Planning
Detailed Budget Breakdown
Create comprehensive budget covering all project phases and activities
High PriorityCost Center Allocation
Allocate costs to appropriate business units and cost centers
Medium PriorityContingency Planning
Include 15-25% contingency budget for unforeseen requirements
Medium PriorityFinancial Approval Workflow
Establish approval workflow for budget changes and expenditures
Low PriorityPhase 3: Requirements Gathering and Analysis
Business Requirements (Weeks 5-6)
Functional Requirements
Use Case Documentation
Document detailed use cases with user stories and acceptance criteria
High PriorityProcess Flow Mapping
Map current and future state processes with AI integration points
High PriorityUser Interface Requirements
Define user interface needs, accessibility, and user experience requirements
Medium PriorityIntegration Requirements
Identify required integrations with existing systems and data sources
High PriorityNon-Functional Requirements
Performance Requirements
- ☐ Response time specifications
- ☐ Throughput and capacity requirements
- ☐ Concurrent user limits
- ☐ Availability and uptime requirements
Security Requirements
- ☐ Data encryption specifications
- ☐ Access control and authentication
- ☐ Audit logging requirements
- ☐ Privacy and compliance needs
Scalability Requirements
- ☐ User growth projections
- ☐ Data volume expansion plans
- ☐ Geographic expansion requirements
- ☐ Technology evolution planning
Technical Requirements (Weeks 7-8)
AI Model Requirements
Accuracy and Performance Targets
Define minimum accuracy, precision, recall, and F1 score requirements
High PriorityTraining Data Requirements
Specify data volume, quality, and diversity needs for model training
High PriorityModel Interpretability
Define explainability and transparency requirements for AI decisions
Medium PriorityBias and Fairness Criteria
Establish fairness metrics and bias detection requirements
Medium PriorityPhase 4: Technology Selection and Architecture
Technology Evaluation (Weeks 9-10)
AI Platform Selection
Platform Assessment Matrix
Evaluate AI platforms against functional and non-functional requirements
High PriorityProof of Concept Development
Build POCs with top platform candidates to validate capabilities
High PriorityTotal Cost of Ownership Analysis
Calculate 3-year TCO including licensing, infrastructure, and support
Medium PriorityVendor Due Diligence
Assess vendor financial stability, support quality, and roadmap
Medium PriorityInfrastructure Planning (Weeks 11-12)
Computing Resources
Development Environment
- ☐ Development servers and workstations
- ☐ GPU resources for model training
- ☐ Development tools and IDEs
- ☐ Version control and collaboration tools
Production Environment
- ☐ Production servers and scaling capacity
- ☐ Load balancers and high availability
- ☐ Monitoring and logging systems
- ☐ Backup and disaster recovery
Data Infrastructure
- ☐ Data storage and data lake setup
- ☐ Data pipeline and ETL tools
- ☐ Data security and encryption
- ☐ Data backup and archival
Phase 5: Risk Management and Compliance
Risk Assessment and Mitigation (Weeks 13-14)
Technical Risks
☐ Model Performance Risk
HighRisk: AI model fails to meet accuracy or performance requirements
Mitigation: Extensive testing, validation datasets, performance monitoring
Owner: Technical Lead
☐ Data Quality Risk
MediumRisk: Poor data quality impacts model effectiveness
Mitigation: Data quality assessment, cleansing processes, validation rules
Owner: Data Engineer
☐ Integration Complexity Risk
MediumRisk: Difficulties integrating with existing systems
Mitigation: Early integration testing, API design review, pilot testing
Owner: Solutions Architect
Business Risks
☐ User Adoption Risk
HighRisk: Low user adoption limits project success
Mitigation: Change management program, training, user involvement
Owner: Change Management Lead
☐ Regulatory Compliance Risk
HighRisk: AI system violates regulatory requirements
Mitigation: Compliance review, legal consultation, audit preparation
Owner: Compliance Officer
☐ Budget Overrun Risk
MediumRisk: Project costs exceed approved budget
Mitigation: Regular budget tracking, change control, contingency planning
Owner: Project Manager
Compliance and Governance (Weeks 15-16)
Regulatory Requirements
Data Privacy (GDPR, CCPA)
- ☐ Privacy impact assessment completed
- ☐ Data processing lawful basis identified
- ☐ Data subject rights procedures defined
- ☐ Privacy notice updated for AI processing
Industry Regulations
- ☐ HIPAA compliance for healthcare AI
- ☐ SOX compliance for financial AI
- ☐ FDA requirements for medical devices
- ☐ Fair lending laws for financial services
AI Ethics and Governance
- ☐ AI ethics board review completed
- ☐ Bias testing and mitigation planned
- ☐ Explainability requirements defined
- ☐ Human oversight procedures established
Phase 6: Development Planning and Setup
Development Environment Setup (Weeks 17-18)
Development Infrastructure
Development Servers Provisioned
Set up development, testing, and staging environments
High PriorityDevelopment Tools Configured
Install and configure IDEs, frameworks, and development tools
High PriorityVersion Control System
Set up code repository, branching strategy, and access controls
High PriorityContinuous Integration Pipeline
Configure CI/CD pipeline for automated testing and deployment
Medium PriorityProject Management Setup (Weeks 19-20)
Project Management Tools
Planning and Tracking
- ☐ Project management software configured
- ☐ Work breakdown structure created
- ☐ Resource allocation and scheduling
- ☐ Budget tracking and reporting setup
Communication and Collaboration
- ☐ Team communication channels established
- ☐ Document sharing and collaboration tools
- ☐ Meeting scheduling and video conferencing
- ☐ Status reporting templates created
Risk and Issue Management
- ☐ Risk register template and tracking
- ☐ Issue tracking and escalation procedures
- ☐ Change request management process
- ☐ Quality assurance and testing tracking
Phase 7: Launch Preparation
Pre-Launch Activities (Weeks 21-22)
Testing and Quality Assurance
Test Plan Development
Create comprehensive test plan covering all functionality and scenarios
High PriorityTest Data Preparation
Prepare realistic test datasets and validation data
High PriorityUser Acceptance Testing Plan
Define UAT scenarios, participants, and success criteria
Medium PriorityPerformance Testing Strategy
Plan load testing, stress testing, and scalability validation
Medium PriorityChange Management Preparation
Training Program Development
- ☐ Training needs assessment completed
- ☐ Training materials and curricula developed
- ☐ Trainer certification and preparation
- ☐ Training schedule and logistics planned
Communication Campaign
- ☐ Communication strategy and timeline
- ☐ Key messages and talking points
- ☐ Communication channels and methods
- ☐ Feedback collection mechanisms
Support Structure
- ☐ Help desk and support procedures
- ☐ User documentation and guides
- ☐ Super user network established
- ☐ Escalation procedures defined
Phase 8: Go-Live and Post-Launch
Launch Execution (Week 23)
Go-Live Activities
Final System Validation
Conduct final pre-production testing and validation
High PriorityProduction Deployment
Execute production deployment according to deployment plan
High PriorityUser Access Enablement
Activate user access and permissions according to rollout plan
High PriorityLaunch Communication
Send launch announcement and provide user guidance
Medium PriorityPost-Launch Support (Weeks 24-26)
Monitoring and Support
Performance Monitoring
- ☐ System performance dashboards active
- ☐ User adoption metrics tracking
- ☐ Business impact measurement
- ☐ Issue tracking and resolution
User Support
- ☐ Help desk operational and staffed
- ☐ User training sessions conducted
- ☐ Feedback collection and analysis
- ☐ Quick wins and improvements identified
Project Closure
- ☐ Project success metrics evaluated
- ☐ Lessons learned documentation
- ☐ Project team transition planning
- ☐ Final project report and closure
Project Success Metrics
Delivery Success Metrics
Schedule Performance
- Target: Deliver within ±10% of planned timeline
- Measurement: Actual vs. planned milestone dates
- Success Criteria: No critical milestone delays
Budget Performance
- Target: Complete within approved budget +5%
- Measurement: Actual vs. budgeted costs
- Success Criteria: No unplanned budget overruns
Quality Performance
- Target: Zero critical defects in production
- Measurement: Defect count and severity
- Success Criteria: 95% test case pass rate
Business Success Metrics
User Adoption
- Target: 80% user adoption within 3 months
- Measurement: Active user count and engagement
- Success Criteria: Sustained usage patterns
Business Impact
- Target: Achieve projected ROI within 12 months
- Measurement: Cost savings and revenue impact
- Success Criteria: Positive business value
Stakeholder Satisfaction
- Target: 4.0+ satisfaction score (1-5 scale)
- Measurement: Stakeholder surveys and feedback
- Success Criteria: No major stakeholder concerns
Included Templates and Tools
Project Planning Templates
- 📋 Project Charter Template
- 📊 Stakeholder Analysis Matrix
- 📅 Project Timeline Template
- 💰 Budget Planning Worksheet
- 👥 RACI Matrix Template
- 🎯 Requirements Gathering Template
Risk Management Tools
- ⚠️ Risk Register Template
- 📈 Risk Assessment Matrix
- 🛡️ Mitigation Planning Template
- 📋 Issue Tracking Template
- 🔄 Change Request Form
- 📊 Risk Dashboard Template
Communication Templates
- 📧 Status Report Template
- 📢 Launch Communication Template
- 📋 Meeting Minutes Template
- 🎯 Stakeholder Update Template
- 📈 Executive Dashboard Template
- 📝 Project Closure Report Template
Quality Assurance Tools
- ✅ Test Plan Template
- 🔍 UAT Checklist
- 📊 Quality Metrics Dashboard
- 🐛 Defect Tracking Template
- 📋 Code Review Checklist
- 🎯 Acceptance Criteria Template