ARIA: FinOps AI Agent
A conversational analyst for cloud spend. Ask “which subscriptions are over budget this fiscal year?” in plain English and get an answer traced to live data, with a link back to the exact filtered view. ARIA stores no cost data of its own; it orchestrates the FinOps Reporting Platform and GCP Spotlight through 30 read-only tools, executed concurrently, over Claude Sonnet on Vertex AI with extended thinking.
The hard problem wasn’t answering questions; it was making a fabricated number structurally impossible. Three independent guard layers (prompt rules, a post-response code check that rejects dollar figures when no tool succeeded, and tool errors that instruct the model not to guess) plus server-side pre-computed totals so the model never does arithmetic. Full audit log, per-user rate limiting, and zero stored API keys via Workload Identity.