Why it matters
The reusable stat: the FinOps Foundation's 2026 survey finds 98% of FinOps teams now manage AI spend, up from 31% two years ago, and rank it their top forward-looking priority. Cost control is going from side project to standing function.
Tokenmaxxing read
The tokenmaxxing tell is where the meter now lives: vendors are baking per-user token quotas and budgets into the data platform itself, so caps hit the engineer, not the month-end invoice. Governance shipped as a default is the structural end of maximize-usage.
Source takeaway
Written by Snowflake's own PM team (Avanessians, Versey-Patel, Pokharel), so read it as vendor framing: their thesis is that AI cost complexity calls for better AI-powered tooling built into the data platform, not more manual FinOps processes.
