AI Agent for ML-Business Alignment
This project demonstrates an AI agent designed to improve alignment between ML development teams and business stakeholders. The agent facilitates communication, provides crucial business context, and ensures ML models directly support strategic goals and KPIs.
Key Features
- Real-time context provision to ML teams
- Alignment of model evaluation criteria with business impact metrics
- Automated flagging of potential conflicts with business rules or market realities
- Streamlined access to relevant past models and business insights
- Significant reduction in knowledge transfer time and misalignment issues
AI Agent Meeting Simulation
The following simulation demonstrates how the AI agent mediates a conversation between Booking.com stakeholders and McKinsey ML team members:
Benefits
- Improved communication between technical and business teams
- Faster project initiation and development cycles
- Reduced risk of developing ML models that don't meet business needs
- Enhanced focus on ROI and business impact
- Better compliance with regulations like GDPR