The Private AI Playbook

Most AI infrastructure decisions are made with incomplete information — vendor-supplied cost comparisons, subscription pricing presented without three-year totals, and capability claims that assume a use case different from the one the organization actually has. The Private AI Playbook builds the evaluation from the other direction: from the buyer's side, with the full cost model visible, and the decision criteria defined by what the business actually needs rather than what the vendor sells.

The articles here are written for the person who approves the budget. Total cost of ownership models, buy-versus-subscribe frameworks, and the questions worth asking before any AI infrastructure commitment. The goal is not to reach a predetermined conclusion but to make sure the analysis is complete before the decision is made.