AI gross margin starts with the unit your customer buys

An AI inventory is not an enterprise control system

Your 2027 data room needs a margin story, not a token chart

A portfolio AI review needs two standards, not one scorecard

AI COGS belongs in the operating model before it reaches the exit memo.

Agent unit economics are a financing question before they are a data-room question

The 2027 board question: what AI value can management defend?

The 2027 AI cost review starts with reconciliation, not observability

The AI value question for 2027 is not how much

Why experimentation of AI products without economic intelligence is a strategic mistake

Why I Chose to Co-Found Crystil