The New Middlemen: Three Archetypes Extracting Value from AI Spend Panic

Organizations face escalating artificial intelligence expenditures without commensurate return visibility. A service ecosystem has emerged: coaches advising procurement strategy, measurers quantifying actual utilization and output quality, and builders constructing custom tools to replace expensive vendor subscriptions. These operators sell cost containment as a discrete competency.

This teaches procurement hygiene: treat AI tooling as a variable cost requiring continuous audit, not a fixed strategic commitment. The relevant technique is total-cost-of-ownership analysis extended to inference, fine-tuning, and seat licenses. You should model your AI spend against measurable task completion, not vendor promise.

The source identifies three functional categories—coaches, measurers, and builders—without naming specific individuals, firms, or quantified client savings. The phenomenon is described as emergent rather than dominated by established players.