IGBS-SBDG · Professional Course
AI Solution Leadership Lab
Designed for managers and leaders who need to turn business opportunities into responsible, scalable AI-powered solutions. By the end, participants will be able to select high-value use cases, design and build AI workflows and agents with modern tools, evaluate performance and risk, and lead successful deployment and adoption.
30.1 hours
Guided learning
12 modules
Structured curriculum
80 lessons
Online, self-paced
5.000,00 LE
Course fee
About this course
Designed for managers and leaders who need to turn business opportunities into responsible, scalable AI-powered solutions. By the end, participants will be able to select high-value use cases, design and build AI workflows and agents with modern tools, evaluate performance and risk, and lead successful deployment and adoption.
Course curriculum
Module 1
1. AI Leadership Context
- 1.1 Welcome
Module 2
2. Opportunity Discovery
- 2.1 AI Opportunity Signals
- 2.2 Workflow Friction Mapping
- 2.3 Value Pool Prioritization
- 2.4 Opportunity Framing Check
- 2.5 Strategic Use Case Patterns
- 2.6 Executive Problem Briefs
Module 3
3. Solution Architecture
- 3.1 AI Solution Building Blocks
- 3.2 Model Capability Mapping
- 3.3 Data And Context Design
- 3.4 Tool And Agent Boundaries
- 3.5 Human Control Points
- 3.6 Architecture Tradeoff Review
- 3.7 Design A Solution Blueprint
- 3.8 Architecture Readiness Check
Module 4
4. Models And Tools
- 4.1 Foundation Model Landscape
- 4.2 Model Selection Criteria
- 4.3 Prompt System Design
- 4.4 Structured Output Controls
- 4.5 Tool Calling Patterns
- 4.6 Retrieval Toolchains
- 4.7 Agent Framework Choices
- 4.8 Automation Platform Options
- 4.9 Cost Latency Decisions
- 4.10 Select A Production Stack
Module 5
5. Data And Knowledge
- 5.1 Enterprise Data Readiness
- 5.2 Knowledge Source Inventory
- 5.3 Data Quality Diagnostics
- 5.4 Document Processing Flows
- 5.5 Retrieval Augmentation Design
- 5.6 Embedding And Index Choices
- 5.7 Knowledge Access Permissions
- 5.8 Data Lineage For AI
- 5.9 Knowledge Pipeline Review
Module 6
6. Prototype To Product
- 6.1 Prototype Success Criteria
- 6.2 Rapid Experiment Design
- 6.3 Prompt And Workflow Tests
- 6.4 Evaluation Dataset Construction
- 6.5 Quality Metric Selection
- 6.6 Human Review Protocols
- 6.7 Failure Mode Discovery
- 6.8 Prototype Demonstration Design
- 6.9 Pilot Backlog Planning
- 6.10 Product Requirements For AI
- 6.11 Build A Validated Prototype
Module 7
7. AI Governance
- 7.1 Governance Operating Principles
- 7.2 Risk Classification Methods
- 7.3 Privacy And Security Controls
- 7.4 Responsible Use Standards
- 7.5 Model And Vendor Due Diligence
- 7.6 Approval Workflow Design
- 7.7 Incident Response For AI
- 7.8 Create A Governance Playbook
- 7.9 Governance Effectiveness Check
Module 8
8. Production Operations
- 8.1 Production Readiness Gates
- 8.2 Deployment Architecture Choices
- 8.3 Observability For AI Systems
- 8.4 Monitoring Quality Drift
- 8.5 Cost And Capacity Management
- 8.6 Security Testing Operations
- 8.7 Release And Rollback Controls
- 8.8 Model Lifecycle Management
- 8.9 Service Ownership Models
- 8.10 Production Launch Review
Module 9
9. AI Risk Decisions
- 9.1 Bias And Fairness Signals
- 9.2 Reliability And Hallucination
- 9.3 Explainability Requirements
- 9.4 Adversarial Threat Scenarios
- 9.5 Risk Acceptance Decisions
- 9.6 Escalation And Remediation
- 9.7 Risk Decision Check
Module 10
10. Adoption And Change
- 10.1 AI Adoption Readiness
- 10.2 Stakeholder Impact Mapping
- 10.3 Role Redesign Conversations
- 10.4 Adoption Strategy Check
- 10.5 Enablement And Training Plans
- 10.6 Trust And Communication Metrics
Module 11
11. Portfolio And Scale
- 11.1 AI Portfolio Strategy
- 11.2 Investment Sequencing Models
- 11.3 Platform Versus Product
- 11.4 Operating Model Options
- 11.5 Capability And Talent Planning
- 11.6 Partner Ecosystem Design
- 11.7 Benefits Realization Systems
- 11.8 Scaling Pattern Selection
- 11.9 Executive Decision Forums
- 11.10 Build A Scale Roadmap
- 11.11 Portfolio Leadership Check
Module 12
12. Executive Capstone
- 12.1 Key Takeaways
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