Co-Intelligence inside the agentic web
AI agents are beginning to shortlist, compare, and recommend companies before buyers speak to anyone. This piece explains why organizations need machine-readable offers, explicit proof, and human-resonant experiences that still create trust after the first agent-mediated pass.
Operations is becoming the Intelligence Layer
As AI moves closer to live workflows, competitive advantage depends less on model access and more on the operating layer that defines decisions clearly, grounds them in trusted state, and supports governed action. This piece explains why decision integrity is becoming the real infrastructure for AI value.