FinOps Agent
numio.ai FinOps Agent – autonomous guardrails for your cloud spend
A production-ready AI agent that connects to AWS, GCP, and Azure, monitors every change in real time, and acts on your FinOps policies — hibernating non‑prod, blocking risky merges, and preventing runaway spend before it hits the invoice.
Early access for FinOps, Finance, and Platform teams running multi‑cloud at scale.
What the agent does for you
Continuous cost & policy monitoring
Streams billing and usage signals, checks them against FinOps policies, and surfaces only the changes that matter — with clear owners, impact, and next steps.
Hibernation and cleanup automation
Automatically hibernates dev and staging environments outside working hours, cleans up zombie resources, and right‑sizes over‑provisioned services with safe rollback.
CI/CD and Git guardrails
Evaluates pull requests and rollouts for projected cost impact, adds PR comments with reasoning, and can block merges that violate budget or policy thresholds.
CFO & FinOps reporting
Produces live views and concise summaries of spend, savings, and risk by team, product, and scope — so finance and engineering stay aligned without more dashboards.
Clouds, integrations, and deployment
Cloud coverage
- AWS – EC2, RDS, EKS, S3, and more
- GCP – GCE, GKE, BigQuery, storage
- Azure – compute, databases, storage
Signals & tooling
- Billing and usage exports
- Tags/labels and resource metadata
- Git providers and CI/CD pipelines
- Slack / email notifications
Deployment options
- Numio‑hosted, connected via read‑scoped roles
- Customer‑hosted in your VPC
- Configurable autonomy levels and approval flows
Why this agent exists
Cloud and AI infrastructure costs are growing faster than the teams that own them. Most organizations still discover overspend in a dashboard or PDF export weeks after the fact, then scramble to run one‑off cleanup projects.
numio.ai takes a different approach: it runs continuously inside your cloud and CI/CD, watching every change that can move your bill and enforcing the FinOps policies you actually care about.
Example policies the agent can enforce
- Nightly non‑prod hibernation – Automatically pauses dev, test, and staging environments outside agreed hours, with application‑aware exclusion rules for critical workloads.
- PR and rollout cost guardrails – Estimates the cost impact of infrastructure changes in pull requests and deployment plans, adding comments and optionally blocking merges when budgets or policies would be violated.
- Idle and zombie cleanup – Detects resources that have gone quiet (unattached volumes, idle databases, forgotten sandboxes) and proposes or executes safe cleanup actions with full audit trails.
- Anomaly detection with action, not just alerts – Flags unusual spend or usage patterns and immediately applies predefined runbooks, instead of spamming dashboards and inboxes.
Your own internal FinOps playbook becomes the configuration surface for what the agent is allowed to watch, recommend, and change.
Where teams usually start
Most early customers start with:
- One or two cloud accounts (often AWS dev + staging) and a small set of policies (nightly hibernation, idle cleanup).
- Read‑only mode and “recommendation only” actions for the first few weeks.
- Gradual rollout of autonomous actions in low‑risk scopes once they are comfortable with the traces and safeguards.
From there, they expand coverage across business units, regions, and additional clouds.
If you want help mapping where the FinOps agent can plug into your existing stack, reach out at hello@numio.ai.
Ready to explore numio.ai for your FinOps practice?
Share your work email and we’ll follow up with a short discovery questionnaire and demo times.