Why it matters
As agentic tools become default for coding and ops work, token spend shifts from a line-item to a systemic cost risk. Without governance, "AI usage" scoreboards can create perverse incentives that increase spend faster than productivity.
Tokenmaxxing read
Token throughput is a vanity metric. The durable play is to measure outcomes per token (and per dollar), then enforce guardrails (budgets, routing, caching, eval-driven limits) so "more tokens" doesn't become the goal.
Source takeaway
Even with falling per-token prices, total cost can rise sharply when agentic loops multiply calls. Organizations are already reacting by consolidating tools, monitoring usage, and resetting incentives away from raw consumption.
