
AI Development Roadmap: From Use Case to Production
Table of Contents: What does the roadmap look like? · Stage 1: Which business problem should AI solve? · Stage 2: Is the data ready? · Stage 3: Is the use case technically feasible? · Stage 4: Which AI approach fits? · Stage 5: What architecture is needed? · Stages 6–7: How do POC, prototype and MVP differ? · Stage 8: How is the system developed and integrated? · Stage 9: How should AI testing work? · Stage 10: How should governance and security work? · Stage 11: What makes AI production-ready? · Stage 12: What should be monitored after launch? · Why can a POC fail to reach production? · What determines timeline, cost and delivery approach? · How should maturity and success shape the roadmap?









