AI adoption patterns that actually survive B2B procurement

Most enterprise AI initiatives die quietly after the demo. Procurement wants risk controls, IT wants observability, and the business wants a number on the P&L. When those three timelines are not wired together, the pilot becomes a slide deck.

We ship narrow, measurable workflows first: a single team, a single KPI, and an evaluation harness that runs weekly. Expansion is a product decision, not a political one.

If you are evaluating vendors, ask for rollback plans, data maps, and who owns the prompt registry. Glamorous models are cheap; operable systems are not.