The AI Selection Framework Most Leaders Get Backwards
The AI Selection Framework Most Leaders Get Backwards
AI Assistants, AI Agents, and AI-enabled Apps aren't variations of the same thing. They represent completely different interaction models with completely different risk profiles. When an AI Assistant generates a bad answer, you delete it. When an AI Agent takes a bad action—approves a refund, triggers a payment—the consequences are operational and financial.
Only 5% of AI pilots achieve rapid revenue acceleration. The other 95% stall because leaders choose based on sophistication rather than diagnosing the nature of their work.
What Is RAG and Why Is It the Missing Piece That Makes Organizational AI Actually Work?
Most RAG systems fail for a simple reason: they give AI access to information without telling it what to trust or where to look. This piece breaks down RAG without the jargon, explains the governance gap that creates “retrieval theater,” and shows how structured knowledge, naming conventions, and versioning turn AI from guesswork into defensible output.