AI-First Organization
Mike's Strategic Framework for Applying AI in an Organization
01
Data Layer
Foundation for AI Collaboration
- •Agent-traversable organizational context & knowledge
- •Team structures, work practices, and process dependencies
- •Registries for Agents/Tools/Apps with metadata and capabilities
- •Regulatory guidelines and compliance frameworks
Click to explore the Data Layer →
02
Interaction Layer
User Engagement & Collaboration
- •Rapid development framework for custom web applications
- •AI-powered recommendation engine for product discovery
- •User-driven development with code review process
- •Hackathons, working groups, and L&D partnerships
Click to explore the Interaction Layer →
03
Product Layer
Development & Continuous Improvement
- •GxP validation with gold standard, robustness, and performance testing
- •Multi-layered telemetry: technical performance, agent behavior, business impact
- •Evaluation sets driving iterative refinement
- •Phased rollout from pilot to production deployment
Click to explore the Product Layer →
Outcomes
🚀
Accelerated Innovation
Infrastructure making prototyping to deployment fun and easy
📊
Measurable Impact
30% efficiency gain: From 10 FTEs to 7 FTEs, plus algorithm forecast improvements
💡
Novel Strategies
Pioneering Claude Code Agent applications for Knowledge Synthesis
🔄
Antifragile Development
Continual evolution that builds upon learnings and improves over time
Unlocking organizational potential where domain experts directly contribute their knowledge into AI systems