Insights for
AI decisions
Notes on AI capability, enterprise rollout, market change, and product judgment.
Methodology Product & Tech Field Notes Methodology Methodology
AI Agent selection: path before ranking
Before comparing platforms, decide how the first pilot starts, who builds it, what it has to connect to, and whether the business can keep improving it.
Where AI Agent platforms really differ
The real differences show up in entry points, permissions, MCP governance, orchestration, and knowledge workflows.
What an AI Agent pilot must validate
A useful POC surfaces migration, permission, performance, security, integration, and operating risks early.
The four stages of AI transformation
A practical path from value proof to capability diffusion, opportunity incubation, and growth.
The wrong question in AI project selection
Do not start with whether AI can do it. Start with task boundaries, adoption, human judgment, and validation.